{
 "cells": [
  {
   "cell_type": "markdown",
   "metadata": {
    "vscode": {
     "languageId": "plaintext"
    }
   },
   "source": [
    "## Core concepts"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 58,
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "The autoreload extension is already loaded. To reload it, use:\n",
      "  %reload_ext autoreload\n"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "load links from rsm: 100%|██████████| 10668/10668 [00:00<00:00, 147873.30it/s]\n",
      "load file rsm: 3359it [00:00, 1637074.96it/s]\n"
     ]
    }
   ],
   "source": [
    "%load_ext autoreload\n",
    "%autoreload 2\n",
    "import summarization_interface\n",
    "from summarization_interface import Material, get_idf_value, normalize_word, Default_IDF_Value, LinkType\n",
    "from pathlib import Path\n",
    "from summarization_framework import load_rsm\n",
    "\n",
    "materials, references, output_base_dir = load_rsm()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 140,
   "metadata": {},
   "outputs": [],
   "source": [
    "# 对比TFIDF, 在前50%占比情况，词跨度, action_link_count\n",
    "import re\n",
    "\n",
    "tf, tf_idf, front, _span, action_counter, incoming_action_counter = {}, {}, {}, {}, {}, {}\n",
    "for sentence_index, sentence in enumerate(mainMaterial.sentences):\n",
    "    for word in sentence.words:\n",
    "        if not re.match('[a-zA-Z]+', word):\n",
    "            continue\n",
    "\n",
    "        word = normalize_word(word)\n",
    "        word = word.replace('-', '')\n",
    "\n",
    "        if len(word) < 4:\n",
    "            continue\n",
    "\n",
    "        tf[word] = tf.get(word, 0) + 1\n",
    "        tf_idf[word] = tf_idf.get(word, 0) + get_idf_value(word)\n",
    "\n",
    "        if sentence_index < len(mainMaterial.sentences) / 2:\n",
    "            front[word] = front.get(word, 0) + 1\n",
    "\n",
    "        if word not in _span:\n",
    "            _span[word] = [sentence_index, sentence_index]\n",
    "        else:\n",
    "            _span[word][1] = sentence_index\n",
    "\n",
    "    for pre, ind, rtype, post, _ in sentence.links:\n",
    "        if rtype == LinkType.Action:\n",
    "            action_counter[pre] = action_counter.get(pre, 0) + 1\n",
    "            incoming_action_counter[post] = incoming_action_counter.get(post, 0) + 1\n",
    "\n",
    "span = {\n",
    "    word: values[1] - values[0]\n",
    "    for word, values in _span.items()\n",
    "}"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 141,
   "metadata": {},
   "outputs": [],
   "source": [
    "def _sort_norm(data_list, n):\n",
    "    norm_data_list = []\n",
    "    for data in data_list:\n",
    "        norm_data = {}\n",
    "        _max, _min = max(data.values()), min(data.values())\n",
    "        for key, value in sorted(data.items(), key=lambda x: -x[1]):\n",
    "            norm_data[key] = (value - _min) / (_max - _min)\n",
    "        norm_data_list.append(norm_data)\n",
    "        # _sort = lambda d, n: sorted(d.items(), key=lambda x: -x[1])[:n]\n",
    "\n",
    "    common_top = set(norm_data_list[0].keys())\n",
    "    for data in norm_data_list[1:]:\n",
    "        common_top &= set(k for k in data)\n",
    "    \n",
    "    return norm_data_list, common_top\n",
    "\n",
    "norms, common_top = _sort_norm([tf, tf_idf, front, span, action_counter, incoming_action_counter], 20)\n",
    "\n",
    "# from functools import partial\n",
    "# sort = partial(_sort, n = 20)\n",
    "\n",
    "# sort(tf)\n",
    "# sort(tf_idf)\n",
    "# sort(front)\n",
    "# sort(span)\n",
    "# sort(action_counter)\n",
    "# sort(incoming_action_counter)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 142,
   "metadata": {},
   "outputs": [],
   "source": [
    "# 找出公共的前20个词，证明action link的优势\n",
    "\n",
    "norms, common_top = _sort_norm([tf, tf_idf, front, span, action_counter, incoming_action_counter], 20)\n",
    "\n",
    "norm_tf, norm_tf_idf, norm_front, norm_span, norm_action_counter, norm_incoming_action_counter = norms\n"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 144,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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",
      "text/plain": [
       "<Figure size 640x480 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "import matplotlib.pyplot as plt\n",
    "import numpy as np\n",
    "\n",
    "# 生成横坐标数据\n",
    "x = np.arange(0, 10, 1)\n",
    "\n",
    "# TODO: 选一些例子，更能凸显action link的优势\n",
    "# TODO: semantic node也可以计算frequency, span等 \n",
    "core_words = [\n",
    "    'resource',\n",
    "    'space',\n",
    "    'semantic',\n",
    "    # 'link',\n",
    "    'view',\n",
    "    'axis',\n",
    "    'coordinate',\n",
    "    'query',\n",
    "    'network',\n",
    "    'node',\n",
    "    'classification',\n",
    "    'peer',\n",
    "]\n",
    "\n",
    "# 生成纵坐标数据\n",
    "tf_idf_y = [norm_tf_idf[w] for w in core_words]\n",
    "front_y = [norm_front[w] for w in core_words]\n",
    "span_y = [norm_span[w] for w in core_words]\n",
    "action_y = [norm_action_counter[w] for w in core_words]\n",
    "incoming_action_y = [norm_incoming_action_counter[w] for w in core_words]\n",
    "\n",
    "y1 = np.sin(x)\n",
    "y2 = np.cos(x)\n",
    "\n",
    "# 绘制第一条折线\n",
    "plt.plot(core_words, tf_idf_y, color='r', marker='o', linestyle='-', label='tf_idf')\n",
    "# 绘制第二条折线\n",
    "plt.plot(core_words, span_y, color='b', marker='s', linestyle='--', label='span')\n",
    "plt.plot(core_words, action_y, color='g', marker='s', linestyle='--', label='action')\n",
    "plt.plot(core_words, incoming_action_y, color='y', marker='s', linestyle='--', label='incoming_action')\n",
    "\n",
    "# 添加图例\n",
    "plt.legend()\n",
    "\n",
    "plt.xticks(rotation=30)\n",
    "\n",
    "# 设置x轴标签\n",
    "# plt.xlabel('x')\n",
    "# 设置y轴标签\n",
    "# plt.ylabel('y')\n",
    "# 设置标题\n",
    "plt.title('Word-Level Importance Evaluation')\n",
    "\n",
    "plt.savefig('figs/word_level_importance.png', dpi=300, bbox_inches='tight')\n",
    "\n",
    "\n",
    "# 显示图形\n",
    "plt.show()\n"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 25,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "(4.33, 7.513607609220388)"
      ]
     },
     "execution_count": 25,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "get_idf_value('finer'), Default_IDF_Value"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 2,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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",
      "text/plain": [
       "<Figure size 640x480 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "import matplotlib.pyplot as plt\n",
    "import numpy as np\n",
    "\n",
    "import matplotlib.cbook as cbook\n",
    "\n",
    "# Load a numpy record array from yahoo csv data with fields date, open, high,\n",
    "# low, close, volume, adj_close from the mpl-data/sample_data directory. The\n",
    "# record array stores the date as an np.datetime64 with a day unit ('D') in\n",
    "# the date column.\n",
    "price_data = cbook.get_sample_data('goog.npz')['price_data']\n",
    "price_data = price_data[-250:]  # get the most recent 250 trading days\n",
    "\n",
    "delta1 = np.diff(price_data[\"adj_close\"]) / price_data[\"adj_close\"][:-1]\n",
    "\n",
    "# Marker size in units of points^2\n",
    "volume = (15 * price_data[\"volume\"][:-2] / price_data[\"volume\"][0])**2\n",
    "close = 0.003 * price_data[\"close\"][:-2] / 0.003 * price_data[\"open\"][:-2]\n",
    "\n",
    "fig, ax = plt.subplots()\n",
    "ax.scatter(delta1[:-1], delta1[1:], c=close, s=volume, alpha=0.5)\n",
    "\n",
    "ax.set_xlabel(r'$\\Delta_i$', fontsize=15)\n",
    "ax.set_ylabel(r'$\\Delta_{i+1}$', fontsize=15)\n",
    "ax.set_title('Volume and percent change')\n",
    "\n",
    "ax.grid(True)\n",
    "fig.tight_layout()\n",
    "\n",
    "plt.show()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 12,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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",
      "text/plain": [
       "<Figure size 640x480 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "fig, ax = plt.subplots()\n",
    "ax.scatter([1, 2], [1, 2], c=[1, 1], s=[1, 1], alpha=0.5)\n",
    "\n",
    "ax.xaxis\n",
    "\n",
    "plt.show()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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",
      "text/plain": [
       "<Figure size 640x480 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "import matplotlib.pyplot as plt\n",
    "import matplotlib.patches as patches\n",
    "\n",
    "# 横坐标单词列表\n",
    "words = ['resource', 'resource space model', 'layer', 'layer norm']\n",
    "# 模拟纵坐标的值（这里示例中对应四个值，范围在0 - 1之间，你可按需替换真实数据）\n",
    "y_values = [0.3, 0.4, 0.6, 0.7]\n",
    "# 模拟标记形状，这里用 'o' 表示圆形，'^' 表示三角形，与单词对应，你可按需调整顺序等\n",
    "markers = ['o', 'o', '^', '^']\n",
    "# 模拟散点大小，这里示例四个不同大小的值，对应四个数据点，你可按实际数值情况替换\n",
    "sizes = [50, 80, 60, 90]\n",
    "# 用于图例的标签列表，这里细化为包含形状和单词的更详细标签，方便区分同一个单词不同标记的情况\n",
    "labels = ['Circle - resource', 'Circle - resource space model', 'Triangle - layer', 'Triangle - layer norm']\n",
    "\n",
    "# 用于存储已绘制单词对应的散点信息，方便后续处理图例重复标签问题\n",
    "plotted_words = {}\n",
    "for i in range(len(words)):\n",
    "    word = words[i]\n",
    "    if word not in plotted_words:\n",
    "        plotted_words[word] = []\n",
    "    plotted_words[word].append((markers[i], y_values[i], sizes[i], labels[i]))\n",
    "\n",
    "# 先绘制散点，处理同一个单词有不同标记的情况\n",
    "handles = []\n",
    "for word in plotted_words:\n",
    "    first_label = None\n",
    "    for marker, y_value, size, label in plotted_words[word]:\n",
    "        scatter = plt.scatter(word, y_value, marker=marker, s=size, label=label)\n",
    "        if first_label is None:\n",
    "            first_label = label\n",
    "            handles.append(scatter)\n",
    "\n",
    "# 设置横坐标标签旋转角度，防止文字重叠，方便查看\n",
    "plt.xticks(rotation=45)\n",
    "# 添加标题\n",
    "plt.title('Scatter Plot of Words')\n",
    "# 添加横纵坐标标签\n",
    "plt.xlabel('Words')\n",
    "plt.ylabel('Values')\n",
    "# 显示图例，只显示每个单词第一次出现对应的散点的标签，避免重复\n",
    "plt.legend(handles=handles)\n",
    "\n",
    "# 绘制矩形框来圈起分组的词，这里通过指定坐标范围来框选，坐标需要根据实际布局微调\n",
    "# 第一组词'resource'和'resource space model'的框选\n",
    "rect1 = patches.Rectangle((-0.1, -0.1), 0.5, 1.2, linewidth=1, edgecolor='r', facecolor='none')\n",
    "plt.gca().add_patch(rect1)\n",
    "\n",
    "# 第二组词 'layer'和'layer norm'的框选\n",
    "rect2 = patches.Rectangle((0.4, -0.1), 0.5, 1.2, linewidth=1, edgecolor='r', facecolor='none')\n",
    "plt.gca().add_patch(rect2)\n",
    "\n",
    "# 显示图形\n",
    "plt.show()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 5,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "array([ 7.95784997e-03,  9.36855330e-03,  3.84479447e-02,  7.39896710e-05,\n",
       "       -1.08164896e-02,  9.10981137e-03,  6.86332642e-03,  2.28788481e-02,\n",
       "        1.76029477e-02, -5.36067893e-03,  1.14332845e-02,  2.02460457e-02,\n",
       "        2.22421277e-02, -1.19306003e-02, -5.33467951e-02, -4.30502710e-02,\n",
       "       -4.80443394e-02,  4.50583005e-02, -2.85671032e-02, -1.87476624e-02,\n",
       "        6.32097197e-03, -1.22784590e-02,  3.62546936e-02,  1.84722608e-02,\n",
       "        2.44958518e-02, -1.58120290e-02,  1.13663664e-02,  2.77476728e-02,\n",
       "        6.84713836e-03, -5.73888092e-03, -1.65512266e-02,  3.85896439e-03,\n",
       "        2.09746258e-02,  2.39796137e-02, -5.45256270e-04,  4.96593786e-03,\n",
       "       -2.67531528e-02,  2.14530892e-04, -7.57846572e-03, -5.89294719e-03,\n",
       "       -3.00452200e-02,  6.15632892e-03,  5.97014925e-03,  1.81879918e-02,\n",
       "        1.01494875e-02,  5.79884884e-03,  1.44278110e-02, -1.42085420e-02,\n",
       "        2.55444245e-03, -1.57288657e-02, -9.09643084e-03,  2.04322889e-04,\n",
       "       -4.13377497e-02, -1.17960426e-02, -2.70619946e-02,  3.40678825e-02,\n",
       "       -9.90508267e-03, -1.31121179e-02,  2.43948296e-02, -2.47315775e-02,\n",
       "       -3.40312083e-02, -2.46123874e-02, -8.98816558e-04, -2.64889629e-02,\n",
       "       -6.11448618e-02,  4.71546790e-02, -1.40820554e-02, -1.83968927e-02,\n",
       "       -9.82049714e-03, -4.08704498e-03,  2.92374195e-02, -8.57699805e-02,\n",
       "       -3.96782322e-02,  2.29497608e-02, -1.00434096e-02,  6.45791393e-03,\n",
       "        2.32498267e-02,  8.65122220e-03, -5.89070535e-03,  3.19056535e-02,\n",
       "       -4.43305525e-03, -4.90371066e-03, -3.90642701e-02,  9.82414776e-05,\n",
       "       -1.20628684e-02,  9.82380782e-03, -4.20638046e-02, -4.57404819e-02,\n",
       "        1.86776966e-02,  5.35042084e-03, -8.85588675e-03, -3.00522093e-02,\n",
       "       -2.71760536e-02,  6.97255960e-03, -3.35045790e-02,  1.50219552e-03,\n",
       "       -4.55290181e-02,  6.33915188e-02,  7.73008367e-04,  6.42918806e-03,\n",
       "       -1.14895826e-02, -4.12175740e-02,  4.59427918e-02, -1.63038528e-02,\n",
       "        3.58796296e-03,  6.22996194e-02, -2.12350182e-02,  1.64381738e-02,\n",
       "       -3.07950850e-02, -1.35110791e-02,  5.45562454e-03,  5.73024270e-02,\n",
       "       -2.14725902e-05, -2.27184883e-02,  3.50896467e-02,  1.21632809e-02,\n",
       "       -1.88960195e-02, -7.73818431e-03,  1.05344794e-02, -2.47932122e-02,\n",
       "       -1.26571210e-02, -1.06717442e-02,  1.83287083e-02, -1.20651386e-02,\n",
       "        1.99915469e-01, -3.00328136e-03,  3.20013388e-02, -1.53333333e-02,\n",
       "       -6.31301579e-03,  1.87831467e-03,  1.48145425e-02,  1.15011229e-02,\n",
       "        2.83273945e-02,  3.27186613e-02, -1.98792743e-02,  2.34134425e-02,\n",
       "       -1.43553538e-02, -1.25520158e-02,  6.92573402e-03, -1.68264695e-02,\n",
       "        2.04815073e-02, -3.31657948e-03, -1.14922813e-02,  8.15547458e-03,\n",
       "       -1.60068847e-03, -4.39602117e-03,  1.87006511e-03, -4.94469409e-02,\n",
       "       -9.63653885e-04, -8.80864849e-03,  2.98924020e-02,  1.30861116e-02,\n",
       "        2.59749402e-02,  4.80274443e-03, -1.84363264e-02, -1.33913043e-02,\n",
       "        8.67265997e-03,  2.46059208e-02, -3.29183012e-02, -1.61022928e-02,\n",
       "       -6.63236955e-03, -1.61863688e-02,  1.42149670e-02,  3.35654218e-02,\n",
       "        2.27467586e-03, -5.84836159e-03, -1.24328311e-02, -3.87638252e-03,\n",
       "       -2.45805070e-02, -2.23267390e-03, -5.33739293e-03,  1.60427807e-02,\n",
       "       -4.02540835e-02, -1.41825196e-03, -3.12458576e-03,  1.57858744e-02,\n",
       "       -1.43810895e-02,  1.88979964e-02,  1.28677840e-02,  1.95252891e-02,\n",
       "       -2.34072097e-02, -1.80962053e-03, -1.25238175e-02, -2.28175347e-02,\n",
       "       -1.06015874e-02,  3.78034839e-02, -4.03286034e-03, -9.77054589e-02,\n",
       "       -2.60118009e-02,  1.77261092e-02,  2.53819874e-02, -2.77993541e-02,\n",
       "        3.43972079e-02, -3.02044799e-02,  1.25544936e-02, -8.48668005e-04,\n",
       "       -1.85415372e-02, -1.24327177e-02, -1.03877228e-02,  3.63930886e-02,\n",
       "        1.35250599e-02, -1.48455813e-02,  3.31649691e-02,  1.17775398e-02,\n",
       "        3.53406277e-03, -5.13320467e-03,  1.09193448e-02,  9.21877782e-03,\n",
       "       -2.32284622e-02, -1.56532210e-02, -1.12130479e-02,  3.15463918e-03,\n",
       "        8.34480916e-03, -1.54507838e-02, -1.83226020e-02, -1.17681795e-02,\n",
       "        1.10973580e-02, -2.21410781e-02,  4.23061150e-03, -1.80548092e-03,\n",
       "       -3.04687668e-02, -1.33478435e-02, -5.46989308e-02, -3.07179426e-03,\n",
       "       -1.07485788e-02,  4.73005602e-02,  9.01440922e-03, -8.68253896e-03,\n",
       "        2.09053612e-02, -6.42087915e-02,  5.93259186e-02,  2.29343172e-02,\n",
       "       -4.23243905e-02, -2.02259729e-03,  1.36044913e-02,  1.03192296e-02,\n",
       "       -1.94722475e-02, -1.16091314e-01,  5.12335958e-02,  2.79636473e-02,\n",
       "       -5.15641698e-02, -9.16796845e-03, -4.05779122e-02, -6.78861022e-02,\n",
       "       -2.28317101e-02, -2.70030463e-02,  9.17988935e-03,  1.47650602e-01])"
      ]
     },
     "execution_count": 5,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "delta1[:-1], delta1[1:]"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "## Phrase level Figure"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 145,
   "metadata": {},
   "outputs": [],
   "source": [
    "# 对比TFIDF, 在前50%占比情况，词跨度, action_link_count\n",
    "import re\n",
    "\n",
    "phrase_tf, phrase_tf_idf, phrase_front, _phrase_span, phrase_action_counter, phrase_incoming_action_counter = {}, {}, {}, {}, {}, {}\n",
    "for sentence_index, sentence in enumerate(mainMaterial.sentences):\n",
    "    phrases = set()\n",
    "    for pre, ind, rtype, post, _ in sentence.links:\n",
    "        phrases.update([pre, ind, post])\n",
    "\n",
    "        if rtype == LinkType.Action:\n",
    "            phrase_action_counter[pre] = phrase_action_counter.get(pre, 0) + 1\n",
    "            phrase_incoming_action_counter[post] = phrase_incoming_action_counter.get(post, 0) + 1\n",
    "    \n",
    "    for phrase in phrases:\n",
    "        if len(phrase) < 4:\n",
    "            continue\n",
    "\n",
    "        phrase = ' '.join([normalize_word(word) for word in phrase.split(' ')])\n",
    "\n",
    "        phrase_tf[phrase] = phrase_tf.get(phrase, 0) + 1\n",
    "        phrase_tf_idf[phrase] = phrase_tf.get(phrase, 0) + get_idf_value(phrase)\n",
    "\n",
    "        # 前20%\n",
    "        if sentence_index < len(mainMaterial.sentences) / 5:\n",
    "            phrase_front[phrase] = phrase_front.get(phrase, 0) + 1\n",
    "        \n",
    "        if phrase not in _phrase_span:\n",
    "            _phrase_span[phrase] = [sentence_index, sentence_index]\n",
    "        else:\n",
    "            _phrase_span[phrase][1] = sentence_index\n",
    "\n",
    "\n",
    "    for pre, ind, rtype, post, _ in sentence.links:\n",
    "        if rtype == LinkType.Action:\n",
    "            action_counter[pre] = action_counter.get(pre, 0) + 1\n",
    "            incoming_action_counter[post] = incoming_action_counter.get(post, 0) + 1\n",
    "\n",
    "phrase_span = {\n",
    "    word: values[1] - values[0]\n",
    "    for word, values in _phrase_span.items()\n",
    "}"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 146,
   "metadata": {},
   "outputs": [],
   "source": [
    "(norm_phrase_tf, norm_phrase_tf_idf, norm_phrase_front, norm_phrase_span, norm_phrase_action_counter, norm_phrase_incoming_action_counter), common_top = _sort_norm([phrase_tf, phrase_tf_idf, phrase_front, phrase_span, phrase_action_counter, phrase_incoming_action_counter], 20)\n"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 147,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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",
      "text/plain": [
       "<Figure size 640x480 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "import matplotlib.pyplot as plt\n",
    "import numpy as np\n",
    "\n",
    "# 生成横坐标数据\n",
    "x = np.arange(0, 10, 1)\n",
    "\n",
    "# TODO: 选一些例子，更能凸显action link的优势\n",
    "# TODO: semantic node也可以计算frequency, span等 \n",
    "core_words = [\n",
    "    # 'rsm',\n",
    "    # 'semantic link network',\n",
    "    'resource space',\n",
    "    'semantic link',\n",
    "    'query language',\n",
    "    # 'relational tables',\n",
    "    # 'union view',\n",
    "    # 'resource class hierarchy',\n",
    "    'query operation',\n",
    "    'resource space algebra',\n",
    "    'resource space calculus',\n",
    "    'common axis',\n",
    "    # 'critical dimension',\n",
    "    # 'resource space model storage',\n",
    "    # 'rsm storage',\n",
    "    # 'gossip network',\n",
    "    # 'point query',\n",
    "    # 'resource query',\n",
    "    # 'resource modification',\n",
    "    # 'probabilistic resource space',\n",
    "]\n",
    "\n",
    "# 生成纵坐标数据\n",
    "tf_y = [norm_phrase_tf.get(w, 0) for w in core_words]\n",
    "tf_idf_y = [norm_phrase_tf_idf.get(w, 0) for w in core_words]\n",
    "front_y = [norm_phrase_front.get(w, 0) for w in core_words]\n",
    "span_y = [norm_phrase_span.get(w, 0) for w in core_words]\n",
    "action_y = [norm_phrase_action_counter.get(w, 0) for w in core_words]\n",
    "incoming_action_y = [norm_phrase_incoming_action_counter.get(w, 0) for w in core_words]\n",
    "\n",
    "\n",
    "# 绘制第一条折线\n",
    "plt.plot(core_words, tf_y, color='orange', marker='o', linestyle='-', label='tf_idf')\n",
    "plt.plot(core_words, tf_idf_y, color='r', marker='o', linestyle='-', label='tf_idf')\n",
    "# 绘制第二条折线\n",
    "plt.plot(core_words, span_y, color='b', marker='s', linestyle='--', label='span')\n",
    "plt.plot(core_words, action_y, color='g', marker='s', linestyle='--', label='action')\n",
    "plt.plot(core_words, incoming_action_y, color='y', marker='s', linestyle='--', label='incoming_action')\n",
    "\n",
    "plt.xticks(rotation=30)\n",
    "\n",
    "# 添加图例\n",
    "plt.legend()\n",
    "\n",
    "# 设置x轴标签\n",
    "# plt.xlabel('x')\n",
    "# 设置y轴标签\n",
    "# plt.ylabel('y')\n",
    "# 设置标题\n",
    "plt.title('Phrase-Level Importance Evaluation')\n",
    "\n",
    "plt.savefig('figs/phrase_level_importance.png', dpi=300, bbox_inches='tight')\n",
    "\n",
    "\n",
    "# 显示图形\n",
    "plt.show()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 104,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "[('resource space', 1.0),\n",
       " ('resource', 0.9620253164556962),\n",
       " ('node', 0.569620253164557),\n",
       " ('peer', 0.4936708860759494),\n",
       " ('operation', 0.3924050632911392),\n",
       " ('user', 0.379746835443038),\n",
       " ('axis', 0.35443037974683544),\n",
       " ('coordinate', 0.27848101265822783),\n",
       " ('person', 0.24050632911392406),\n",
       " ('network', 0.24050632911392406),\n",
       " ('one', 0.22784810126582278),\n",
       " ('chapter', 0.20253164556962025),\n",
       " ('query', 0.189873417721519),\n",
       " ('example', 0.17721518987341772),\n",
       " ('semantic', 0.16455696202531644),\n",
       " ('space', 0.16455696202531644),\n",
       " ('point', 0.16455696202531644),\n",
       " ('theorem', 0.16455696202531644),\n",
       " ('system', 0.1518987341772152),\n",
       " ('tree', 0.1518987341772152),\n",
       " ('approach', 0.13924050632911392),\n",
       " ('application', 0.13924050632911392),\n",
       " ('semantic link', 0.13924050632911392),\n",
       " ('external relationship', 0.13924050632911392),\n",
       " ('object', 0.12658227848101267),\n",
       " ('best algorithm', 0.12658227848101267),\n",
       " ('neighbor', 0.12658227848101267),\n",
       " ('resource indice', 0.12658227848101267),\n",
       " ('designer', 0.11392405063291139),\n",
       " ('alpha expression', 0.11392405063291139)]"
      ]
     },
     "execution_count": 104,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "sorted(norm_action_counter.items(), key=lambda x: -x[1])[:30]"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 116,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "{'ability',\n",
       " 'abstraction',\n",
       " 'advantage',\n",
       " 'algorithm',\n",
       " 'answer',\n",
       " 'application',\n",
       " 'application scope',\n",
       " 'approach',\n",
       " 'area',\n",
       " 'attribute',\n",
       " 'authority',\n",
       " 'axis',\n",
       " 'axis name',\n",
       " 'book',\n",
       " 'case',\n",
       " 'category',\n",
       " 'cave content',\n",
       " 'check clause',\n",
       " 'citation relation',\n",
       " 'classification',\n",
       " 'classification method',\n",
       " 'classification semantic',\n",
       " 'clause',\n",
       " 'common ancestor',\n",
       " 'common axis',\n",
       " 'community',\n",
       " 'comparison',\n",
       " 'complex object',\n",
       " 'computer',\n",
       " 'concept',\n",
       " 'consistency',\n",
       " 'content',\n",
       " 'coordinate',\n",
       " 'coordinate setting',\n",
       " 'coordinate tree',\n",
       " 'customer',\n",
       " 'database',\n",
       " 'datum',\n",
       " 'definition',\n",
       " 'designer',\n",
       " 'different category',\n",
       " 'different classification method',\n",
       " 'dimension',\n",
       " 'disk',\n",
       " 'domain ontology',\n",
       " 'effect',\n",
       " 'efficiency',\n",
       " 'eleven category',\n",
       " 'example',\n",
       " 'existing resource space',\n",
       " 'experience',\n",
       " 'external feature',\n",
       " 'fig.1.16',\n",
       " 'file',\n",
       " 'following abstract concept',\n",
       " 'following command',\n",
       " 'following statement',\n",
       " 'four operation',\n",
       " 'function',\n",
       " 'good',\n",
       " 'human behavior mode',\n",
       " 'identity',\n",
       " 'important role',\n",
       " 'index',\n",
       " 'information',\n",
       " 'information resource',\n",
       " 'integrity constraint',\n",
       " 'interest',\n",
       " 'internal feature',\n",
       " 'join',\n",
       " 'join operation',\n",
       " 'keyword',\n",
       " 'letter',\n",
       " 'level',\n",
       " 'limitation',\n",
       " 'mapping',\n",
       " 'merge',\n",
       " 'merge condition',\n",
       " 'merge operation',\n",
       " 'method',\n",
       " 'model',\n",
       " 'name',\n",
       " 'name space',\n",
       " 'necessary modification',\n",
       " 'neighbor',\n",
       " 'neighbor information',\n",
       " 'network',\n",
       " 'new paper',\n",
       " 'new requirement',\n",
       " 'new resource space',\n",
       " 'new space',\n",
       " 'object',\n",
       " 'one resource',\n",
       " 'one resource space',\n",
       " 'operation',\n",
       " 'order',\n",
       " 'original resource space',\n",
       " 'page',\n",
       " 'paper',\n",
       " 'partition',\n",
       " 'path',\n",
       " 'peer',\n",
       " 'person',\n",
       " 'photo',\n",
       " 'point',\n",
       " 'problem',\n",
       " 'proces',\n",
       " 'query',\n",
       " 'question',\n",
       " 'redundancy',\n",
       " 'relation',\n",
       " 'relational database model',\n",
       " 'relational table',\n",
       " 'required information',\n",
       " 'research group',\n",
       " 'researcher',\n",
       " 'resource',\n",
       " 'resource attribute',\n",
       " 'resource index',\n",
       " 'resource set',\n",
       " 'resource space',\n",
       " 'result',\n",
       " 'rule',\n",
       " 'scientist classification',\n",
       " 'semantic',\n",
       " 'semantic community phenomenon',\n",
       " 'semantic link',\n",
       " 'space',\n",
       " 'specialization relationship',\n",
       " 'species',\n",
       " 'specified resource',\n",
       " 'speed',\n",
       " 'split',\n",
       " 'split operation',\n",
       " 'state',\n",
       " 'step',\n",
       " 'storage',\n",
       " 'storing',\n",
       " 'structure',\n",
       " 'student',\n",
       " 'subspace',\n",
       " 'system',\n",
       " 'table',\n",
       " 'task',\n",
       " 'term',\n",
       " 'theory',\n",
       " 'time',\n",
       " 'topic',\n",
       " 'two resource space',\n",
       " 'user',\n",
       " 'variou indexing technique',\n",
       " 'variou resource',\n",
       " 'view',\n",
       " 'whole',\n",
       " 'world'}"
      ]
     },
     "execution_count": 116,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": []
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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",
      "text/plain": [
       "<Figure size 640x480 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "import matplotlib.pyplot as plt\n",
    "import numpy as np\n",
    "\n",
    "# 横坐标单词列表\n",
    "words = ['resource', 'resource space model']\n",
    "# 模拟每个单词对应的两组纵坐标值，每组包含两个值，你可按需替换真实数据\n",
    "y_values = [[0.3, 0.4], [0.6, 0.7]]\n",
    "# 模拟标记形状，这里用 'o' 表示圆形，'^' 表示三角形，与单词对应，你可按需调整顺序等\n",
    "markers = [['o', '^'], ['o', '^']]\n",
    "# 模拟散点颜色，这里使用两种不同颜色示例，你可按需替换\n",
    "colors = [['r', 'b'], ['g', 'y']]\n",
    "# 偏移量，用于在横坐标方向上区分同一个横坐标下的两个点，可根据实际效果调整大小\n",
    "offset = 0.05\n",
    "\n",
    "for i in range(len(words)):\n",
    "    for j in range(len(y_values[i])):\n",
    "        # 根据是第一个还是第二个点决定水平偏移方向，第一个点向左偏移，第二个点向右偏移\n",
    "        if j == 0:\n",
    "            x_pos = 0.1\n",
    "        else:\n",
    "            x_pos = 0.3\n",
    "            # x_pos = np.where(words == words[i])[0][0] + offset\n",
    "        plt.scatter(x_pos, y_values[i][j], marker=markers[i][j], c=colors[i][j], label=f\"{words[i]} - {markers[i][j]}\")\n",
    "\n",
    "# 设置横坐标标签旋转角度，防止文字重叠，方便查看\n",
    "plt.xticks(np.arange(len(words)), words, rotation=45)\n",
    "# 添加标题\n",
    "plt.title('Scatter Plot of Words')\n",
    "# 添加横纵坐标标签\n",
    "plt.xlabel('Words')\n",
    "plt.ylabel('Values')\n",
    "# 显示图例\n",
    "plt.legend()\n",
    "# 显示图形\n",
    "plt.show()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 212,
   "metadata": {},
   "outputs": [],
   "source": [
    "preface_sentences = []; normal_sentences = []\n",
    "for sentence in materials[0].sentences:\n",
    "    if sentence.position.startswith('preface'):\n",
    "        preface_sentences.append(sentence)\n",
    "    else:\n",
    "        normal_sentences.append(sentence)\n",
    "\n",
    "# 计算preface的重要词\n",
    "tf_idf_node_counter = {}; tf_idf_counter = {}\n",
    "active_node_counter = {}; active_counter = {}\n",
    "# for sentence in preface_sentences:\n",
    "\n",
    "def norm_node(n):\n",
    "    mapper = {\n",
    "        'proces': 'process',\n",
    "        'expressivenes': 'expressiveness',\n",
    "        'completenes': 'completeness',\n",
    "    }\n",
    "    return mapper.get(n, n)\n",
    "\n",
    "preface_nodes = set()\n",
    "for sentence in preface_sentences:\n",
    "    for pre, ind, rtype, post, _ in sentence.links:\n",
    "        pre, post = norm_node(pre), norm_node(post)\n",
    "        preface_nodes.update([pre, post])\n",
    "\n",
    "for sentence in normal_sentences:\n",
    "    for pre, ind, rtype, post, _ in sentence.links:\n",
    "        pre, post = norm_node(pre), norm_node(post)\n",
    "\n",
    "        tf_idf_node_counter[pre] = tf_idf_node_counter.get(pre, 0) + get_idf_value(pre)\n",
    "        tf_idf_node_counter[post] = tf_idf_node_counter.get(post, 0) + get_idf_value(post)\n",
    "\n",
    "        if rtype.value == 'action':\n",
    "            active_node_counter[pre] = active_node_counter.get(pre, 0) + 1\n",
    "            for word in pre.split(' '):\n",
    "                active_counter[word] = active_counter.get(word, 0) + 1\n",
    "\n",
    "        for word in (pre.split(' ') + post.split(' ')):\n",
    "            tf_idf_counter[word] = tf_idf_counter.get(word, 0) + get_idf_value(word)\n",
    "\n",
    "# active_node_counter归一化\n",
    "def norm_dict(data, max_range = 100):\n",
    "    _min, _max = min(data.values()), max(data.values())\n",
    "    return {k: max_range * (v - _min) / (_max - _min) for k, v in data.items()}\n",
    "\n",
    "active_node_counter = norm_dict(active_node_counter)\n",
    "active_counter = norm_dict(active_counter)\n",
    "\n",
    "# 计算词在正文中出现的位置，100个位置\n",
    "normal_links = [link for sentence in normal_sentences for link in sentence.links]\n",
    "\n",
    "node_position_counter = {}; word_position_counter = {}\n",
    "for index, link in enumerate(normal_links, 1):\n",
    "    # position = ((30 * index) // len(normal_links) + 1) / 100\n",
    "    budget_count = 100\n",
    "    position = 100 * (index // (len(normal_links) / budget_count)) / budget_count\n",
    "\n",
    "    pre, ind, rtype, post, _ = link\n",
    "\n",
    "    node_position_counter[pre] = node_position_counter.get(pre, {})\n",
    "    node_position_counter[pre][position] = node_position_counter[pre].get(position, 0) + 1\n",
    "    node_position_counter[post] = node_position_counter.get(post, {})\n",
    "    node_position_counter[post][position] = node_position_counter[post].get(position, 0) + 1\n",
    "\n",
    "    for word in (pre.split(' ') + post.split(' ')):\n",
    "        word_position_counter[word] = word_position_counter.get(word, {})\n",
    "        word_position_counter[word][position] = word_position_counter[word].get(position, 0) + 1\n"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 202,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "{'2006dfa11970',\n",
       " 'advanced distributed application',\n",
       " 'algebra',\n",
       " 'also basic method',\n",
       " 'applica tion',\n",
       " 'approach',\n",
       " 'autonomy',\n",
       " 'bird',\n",
       " 'book',\n",
       " 'calculus',\n",
       " 'category',\n",
       " 'chao',\n",
       " 'characteristic',\n",
       " 'china',\n",
       " 'china knowledge grid research group',\n",
       " 'china knowledge grid research group help',\n",
       " 'classification',\n",
       " 'completenes',\n",
       " 'complexity',\n",
       " 'constraint',\n",
       " 'content',\n",
       " 'cooperation',\n",
       " 'coordinate',\n",
       " 'correctnes',\n",
       " 'database',\n",
       " 'database model',\n",
       " 'decentralized resource space',\n",
       " 'design',\n",
       " 'development method',\n",
       " 'different',\n",
       " 'dimension',\n",
       " 'discrete',\n",
       " 'distribution',\n",
       " 'effective management',\n",
       " 'efficiency',\n",
       " 'erlin yao',\n",
       " 'expressive power',\n",
       " 'feather',\n",
       " 'following content',\n",
       " 'framework project gredia',\n",
       " 'fundamental concept',\n",
       " 'future interconnection environment',\n",
       " 'general methodology',\n",
       " 'general resource space model',\n",
       " 'human being',\n",
       " 'important contribution',\n",
       " 'index',\n",
       " 'integration',\n",
       " 'international cooperation program',\n",
       " 'ist',\n",
       " 'liang feng',\n",
       " 'method',\n",
       " 'methodology',\n",
       " 'ministry',\n",
       " 'model',\n",
       " 'multidimensional classification space',\n",
       " 'national basic research program',\n",
       " 'necessity theory',\n",
       " 'normalization',\n",
       " 'number',\n",
       " 'ordinary distance space',\n",
       " 'origin',\n",
       " 'part',\n",
       " 'physical storage mechanism',\n",
       " 'plication',\n",
       " 'powerful semantic platform',\n",
       " 'previou multidimensional index',\n",
       " 'promising model',\n",
       " 'query capability',\n",
       " 'query language',\n",
       " 'query operation',\n",
       " 'real experience',\n",
       " 'relation',\n",
       " 'relationship',\n",
       " 'research work',\n",
       " 'resource',\n",
       " 'resource management',\n",
       " 'resource space',\n",
       " 'resource space algebra',\n",
       " 'resource space calculus',\n",
       " 'resource space model',\n",
       " 'resource space solution',\n",
       " 'richer semantic datum model',\n",
       " 'rsm',\n",
       " 'science',\n",
       " 'searching efficiency',\n",
       " 'seman tic link network',\n",
       " 'semantic datum model',\n",
       " 'semantic link network',\n",
       " 'sequential numerical dimension',\n",
       " 'simple rsm',\n",
       " 'space',\n",
       " 'storing',\n",
       " 'structured resource space solution',\n",
       " 'student',\n",
       " 'synergy normalization',\n",
       " 'synthesize',\n",
       " 'team member',\n",
       " 'technology',\n",
       " 'thank also',\n",
       " 'theory',\n",
       " 'tonomy',\n",
       " 'two model',\n",
       " 'two perspective',\n",
       " 'user',\n",
       " 'variou resource',\n",
       " 'versatile resource',\n",
       " 'web ontology mechanism',\n",
       " 'web resource',\n",
       " 'web resource space',\n",
       " 'web resource space intrinsic characteristic',\n",
       " 'web resource space model',\n",
       " 'web semantic datum model',\n",
       " 'work',\n",
       " 'world',\n",
       " 'worth',\n",
       " 'xiang',\n",
       " 'yunpeng xing'}"
      ]
     },
     "execution_count": 202,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "preface_nodes"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "metadata": {},
   "outputs": [],
   "source": [
    "important_words = '''resource\n",
    "space\n",
    "query\n",
    "dimension\n",
    "semantic\n",
    "operation\n",
    "web\n",
    "coordinate\n",
    "knowledge\n",
    "grid\n",
    "'''\n",
    "not_important_words = '''\n",
    "content\n",
    "model\n",
    "application\n",
    "theory\n",
    "network\n",
    "complexity\n",
    "distribution\n",
    "normalization\n",
    "research\n",
    "environment\n",
    "'''\n",
    "\n",
    "important_words = ['resource']"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 59,
   "metadata": {},
   "outputs": [],
   "source": [
    "preface_sentences = []; normal_sentences = []\n",
    "for sentence in materials[0].sentences:\n",
    "    if sentence.position.startswith('preface'):\n",
    "        preface_sentences.append(sentence)\n",
    "    else:\n",
    "        normal_sentences.append(sentence)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 213,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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",
      "text/plain": [
       "<Figure size 600x1200 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "\n",
    "import matplotlib.pyplot as plt\n",
    "import matplotlib.patches as patches\n",
    "\n",
    "plt.figure(figsize=(6, 12))\n",
    "plt.rcParams['font.family'] = 'Times New Roman'\n",
    "\n",
    "# 横坐标单词列表\n",
    "# words = ['resource', 'resource space model', 'layer', 'layer norm']\n",
    "# 模拟纵坐标的值（这里示例中对应四个值，范围在0 - 1之间，你可按需替换真实数据）\n",
    "# y_values = [0.3, 0.4, 0.6, 0.7]\n",
    "# 模拟标记形状，这里用 'o' 表示圆形，'^' 表示三角形，与单词对应，你可按需调整顺序等\n",
    "# markers = ['o', 'o', '^', '^']\n",
    "# 模拟散点大小，这里示例四个不同大小的值，对应四个数据点，你可按实际数值情况替换\n",
    "\n",
    "nodes = [w[0] for w in sorted(tf_idf_node_counter.items(), key=lambda x: -x[1])][:50][::-1]\n",
    "for node in nodes:\n",
    "    if node not in node_position_counter: continue\n",
    "    for position, value in node_position_counter[node].items():\n",
    "        if value == 0: continue\n",
    "        plt.scatter(position, node, marker='o', s=value, c='blue', alpha=1)\n",
    "    # plt.scatter(words[i], y_values[i], marker='o', s=sizes[i], label=labels[i])\n",
    "    # plt.scatter(words[i], y_values[i] + 0.2, marker=markers[i], s=sizes[i], label=labels[i])\n",
    "plt.plot([active_node_counter.get(node, 0) for node in nodes], nodes, '-.', color='red')\n",
    "\n",
    "# 设置横坐标标签旋转角度，防止文字重叠，方便查看\n",
    "# plt.xticks(rotation=45)\n",
    "# 添加标题\n",
    "plt.title('Word Span and Active Count for the Top 50 Words Ranked by TF-IDF')\n",
    "# 添加横纵坐标标签\n",
    "plt.xlabel('Position (%)')\n",
    "# plt.ylabel('Values')\n",
    "# 显示图例\n",
    "# plt.legend()\n",
    "\n",
    "plt.grid(axis='y')\n",
    "plt.xlim(0, 100)\n",
    "plt.ylim(-1, 50)\n",
    "\n",
    "# 绘制矩形框来圈起分组的词，这里通过指定坐标范围来框选，坐标需要根据实际布局微调\n",
    "# 第一组词'resource'和'resource space model'的框选\n",
    "# rect1 = patches.Rectangle((-0.1, -0.1), 0.5, 1.2, linewidth=1, edgecolor='r', facecolor='none')\n",
    "# plt.gca().add_patch(rect1)\n",
    "\n",
    "# # 第二组词 'layer'和'layer norm'的框选\n",
    "# rect2 = patches.Rectangle((0.4, -0.1), 0.5, 1.2, linewidth=1, edgecolor='r', facecolor='none')\n",
    "# plt.gca().add_patch(rect2)\n",
    "\n",
    "ax = plt.gca()\n",
    "# 获取x轴刻度标签\n",
    "xticklabels = ax.get_yticklabels()\n",
    "for i, label in enumerate(xticklabels):\n",
    "    if label.get_text() in preface_nodes:\n",
    "        label.set_fontweight('bold')\n",
    "        label.set_bbox(dict(facecolor='white', edgecolor='black', boxstyle='round'))\n",
    "        # label.set_text(text_obj, underline=True)\n",
    "\n",
    "\n",
    "# 显示图形\n",
    "plt.savefig('figs/top50_idf_span_active.png', dpi=300, bbox_inches='tight')\n",
    "plt.show()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 209,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "<Figure size 640x480 with 0 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "plt.savefig('figs/top50_idf_span_active.png')"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 150,
   "metadata": {},
   "outputs": [
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "C:\\Users\\lee\\AppData\\Local\\Temp\\ipykernel_23096\\2408725257.py:26: UserWarning: Ignoring `palette` because no `hue` variable has been assigned.\n",
      "  sns.scatterplot(data=data_df, x=\"Position\", y=\"Node\", size=\"Value\", sizes=(10, 200), palette=\"Blues\", legend=False)\n"
     ]
    },
    {
     "data": {
      "image/png": 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",
      "text/plain": [
       "<Figure size 640x480 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "import seaborn as sns\n",
    "import matplotlib.pyplot as plt\n",
    "\n",
    "# 假设这里的tf_idf_node_counter和node_position_counter是已经定义好的字典类型数据，包含了绘图所需的数据\n",
    "# 例如tf_idf_node_counter可能是类似 {节点名: 某个计数} 的结构，node_position_counter是类似 {节点名: {位置: 对应数值}} 的结构\n",
    "\n",
    "# 初始化一个空的数据集列表，用于后续构造适合seaborn绘图的数据格式（DataFrame）\n",
    "data_list = []\n",
    "\n",
    "# 从tf_idf_node_counter中取出前50个节点（按对应值从大到小排序后取前50），并逆序（为了保持某种顺序要求，具体看你原本的逻辑意图）\n",
    "top_50_nodes = [w[0] for w in sorted(tf_idf_node_counter.items(), key=lambda x: -x[1])][:50][::-1]\n",
    "for node in top_50_nodes:\n",
    "    if node not in node_position_counter:\n",
    "        continue\n",
    "    for position, value in node_position_counter[node].items():\n",
    "        if value == 0:\n",
    "            continue\n",
    "        # 将每个符合条件的数据点添加到data_list中，构造包含节点、位置、数值这三列的数据格式\n",
    "        data_list.append({\"Node\": node, \"Position\": position, \"Value\": value})\n",
    "\n",
    "# 将数据列表转换为pandas的DataFrame格式，seaborn可以很方便地使用DataFrame进行绘图\n",
    "import pandas as pd\n",
    "data_df = pd.DataFrame(data_list)\n",
    "\n",
    "# 使用seaborn的scatterplot绘制散点图，指定x为Position，y为Node，点的大小根据Value来设置，颜色统一设为蓝色\n",
    "sns.scatterplot(data=data_df, x=\"Position\", y=\"Node\", size=\"Value\", sizes=(10, 200), palette=\"Blues\", legend=False)\n",
    "\n",
    "# 设置横坐标标签旋转角度，防止文字重叠，方便查看\n",
    "plt.xticks(rotation=45)\n",
    "# 添加标题\n",
    "plt.title('Scatter Plot of Words')\n",
    "# 添加横纵坐标标签\n",
    "plt.xlabel('Words')\n",
    "plt.ylabel('Nodes')\n",
    "\n",
    "# 显示图形\n",
    "plt.show()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "metadata": {},
   "outputs": [],
   "source": []
  },
  {
   "cell_type": "code",
   "execution_count": 32,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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6Ijs7W25dVlaWmDt3rrCxsRHq6urCyspKeHl5yU3tIMSbKQB69uyp8LUfPHggevXqJXR0dISJiYmYNGmSOHr0qNz74969e2LEiBGiTp06QktLS1StWlV07txZnDx5ssjHSFRZSIQowSxuRERERB84jkkiIiIiUoAhiYiIiEgBhiQiIiIiBRiSiIiIiBRgSCIiIiJSgCGJiIiISAFOJqmAVCpFXFwc9PX1i3W7AiIiIlIeIQSSk5NhaWkJFZX37wdiSFIgLi4OVlZWyi6DiIiISuDhw4elcrNlhiQF9PX1Abz5JRsYGORvcPky0LEjcPo0UMDNROn/BQYCo0cD69cDAwcqu5qKje8rIqL3kpSUBCsrK9n3+PtiSFIg9xSbgYGB4pCkp/e//ypaT/+Te98nHR3+rt6F7ysiolJRWkNlOHCbiIiISAGGJCIiIiIFGJKIiIiIFGBIIiIiIlKAIYmIiIhIAYYkIiIiIgUYkoiIiIgUYEgiIiKicpP95An++2E6sp88UXYp78SQREREROXmqd86JB04gKfr1iu7lHdiSCIiIqJykZWYiBeBgQCAF7t2ISsxUckVFa5ChKTVq1fD2toaWlpaaNWqFcLDwwts26lTJ0gkknyPnj17ytoIIeDt7Q0LCwtoa2vDxcUF0dHR5XEoREREVIBn6zcAQrx5IgSebdio3ILeQekhKTAwEJ6enpg9ezYiIiLQtGlTuLq64vHjxwrb7927F/Hx8bLH9evXoaqqii+//FLW5pdffsGKFSvg5+eHsLAw6OrqwtXVFenp6eV1WERERJSHrBcpJ+fNgpycCt+bpPSQtGTJEnh4eMDd3R0NGzaEn58fdHR04O/vr7B91apVYW5uLnucOHECOjo6spAkhMCyZcswc+ZM9O7dG/b29ti6dSvi4uKwf//+cjwyIiIiyiXXi5SrgvcmKTUkZWZm4uLFi3BxcZEtU1FRgYuLC86dO1ekfWzatAmDBg2Crq4uAOD+/ftISEiQ26ehoSFatWpV4D4zMjKQlJQk9yAiIqLSka8XKVcF701Sakh6+vQpcnJyYGZmJrfczMwMCQkJ79w+PDwc169fx6hRo2TLcrcrzj59fX1haGgoe1hZWRX3UIiIiKgACnuRclXg3iSln257H5s2bUKTJk3QsmXL99qPl5cXXr16JXs8fPiwlCokIiL6uBXYi5SrAvcmKTUkmZiYQFVVFYlv/WISExNhbm5e6LapqanYtWsXRo4cKbc8d7vi7FNTUxMGBgZyDyIiInp/hfYi5aqgvUlKDUkaGhpwdHREUFCQbJlUKkVQUBCcnZ0L3faPP/5ARkYGhg4dKrfcxsYG5ubmcvtMSkpCWFjYO/dJREREpeedvUi5KmhvktJPt3l6emLDhg0ICAhAZGQkxo4di9TUVLi7uwMA3Nzc4OXllW+7TZs2oU+fPjA2NpZbLpFIMHnyZMyfPx8HDx7EtWvX4ObmBktLS/Tp06c8DomIiIhQxF6kXBWwN0lN2QUMHDgQT548gbe3NxISEtCsWTMcPXpUNvA6NjYWKiryWS4qKgpnz57F8ePHFe5z2rRpSE1NxejRo/Hy5Uu0a9cOR48ehZaWVpkfDxERERWjFynX//cmGXuMgvpbF18pi9JDEgBMmDABEyZMULguODg437J69epBFJJMJRIJ5s2bh3nz5pVWiURERFQMzzZtArKzi7dRdjae+/vDTMEZJGWoECGJiIiIPizqFpbQatiw2NupmVuUQTUlw5BEREREpc7YfTiM3Ycru4z3ovSB20REREQVEUMSERERkQIMSUREREQKMCQRERERKcCQRERERKQAQxIRERGRAgxJRERERAowJBEREREpwJBEREREpABDEhEREZECDElERERECjAkERERESnAkERERESkAEMSERERkQIMSUREREQKMCQRERERKcCQRERERKQAQxIRERGRAgxJRERERAowJBEREREpwJBEREREpABDEhEREZECDElERERECjAkERERESnAkERERESkAEMSERERkQIMSUREREQKMCQRERERKcCQRERERKSA0kPS6tWrYW1tDS0tLbRq1Qrh4eGFtn/58iXGjx8PCwsLaGpqom7dujhy5Ihs/Zw5cyCRSOQe9evXL+vDICIiog+MmjJfPDAwEJ6envDz80OrVq2wbNkyuLq6IioqCqampvnaZ2ZmomvXrjA1NcXu3btRvXp1PHjwAEZGRnLtGjVqhJMnT8qeq6kp9TCJiIioElJqeliyZAk8PDzg7u4OAPDz88Phw4fh7++P6dOn52vv7++P58+fIzQ0FOrq6gAAa2vrfO3U1NRgbm5eprUTERHRh01pp9syMzNx8eJFuLi4/K8YFRW4uLjg3LlzCrc5ePAgnJ2dMX78eJiZmaFx48ZYuHAhcnJy5NpFR0fD0tIStWvXxpAhQxAbG1toLRkZGUhKSpJ7EBER0cdNaSHp6dOnyMnJgZmZmdxyMzMzJCQkKNzm3r172L17N3JycnDkyBHMmjULixcvxvz582VtWrVqhS1btuDo0aNYu3Yt7t+/j/bt2yM5ObnAWnx9fWFoaCh7WFlZlc5BEhERUaVVqQbrSKVSmJqaYv369VBVVYWjoyP+++8/LFq0CLNnzwYAdO/eXdbe3t4erVq1Qq1atfD7779j5MiRCvfr5eUFT09P2fOkpCQGJSIioo+c0kKSiYkJVFVVkZiYKLc8MTGxwPFEFhYWUFdXh6qqqmxZgwYNkJCQgMzMTGhoaOTbxsjICHXr1sWdO3cKrEVTUxOampolPBIiIiL6ECntdJuGhgYcHR0RFBQkWyaVShEUFARnZ2eF27Rt2xZ37tyBVCqVLbt9+zYsLCwUBiQASElJwd27d2FhYVG6B0BEREQfNKXOk+Tp6YkNGzYgICAAkZGRGDt2LFJTU2VXu7m5ucHLy0vWfuzYsXj+/DkmTZqE27dv4/Dhw1i4cCHGjx8va/P999/j9OnTiImJQWhoKPr27QtVVVUMHjy43I+PiIiIKi+ljkkaOHAgnjx5Am9vbyQkJKBZs2Y4evSobDB3bGwsVFT+l+OsrKxw7NgxfPfdd7C3t0f16tUxadIk/PDDD7I2jx49wuDBg/Hs2TNUq1YN7dq1w/nz51GtWrVyPz4iIiKqvJQ+cHvChAmYMGGCwnXBwcH5ljk7O+P8+fMF7m/Xrl2lVRoRERF9xJR+WxIiIiKiioghiYiIiEgBhiQiIiIiBRiSiIiIiBRgSCIiIiJSgCGJiIiISAGGJCIiIiIFGJKIiIiIFGBIIiIiIlKAIYmIiIhIAYYkIiIiIgUYkoiIiIgUYEgiIiIiUoAhiYiIiEgBhiQiIiIiBRiSiIiIiBRgSCIiIiJSgCGJiIiISAGGJCIiIiIFGJKIiIiIFGBIIiIiIlKAIYmIiIhIAYYkIiIiIgUYkoiIiIgUYEgiIiIiUoAhiYiIiEgBhiQiIiIiBRiSiIiIiBRgSCIiIiJSgCGJiIgUep39Gjsjd+J19mtll0KkFAxJRESk0I7IHfAN98XOyJ3KLoVIKZQeklavXg1ra2toaWmhVatWCA8PL7T9y5cvMX78eFhYWEBTUxN169bFkSNH3mufREQkLzUrFf7X/AEAm65tQlpWmpIrIip/Sg1JgYGB8PT0xOzZsxEREYGmTZvC1dUVjx8/Vtg+MzMTXbt2RUxMDHbv3o2oqChs2LAB1atXL/E+iYgov99u/YaUrBQAQEpWCn679ZuSKyIqf0oNSUuWLIGHhwfc3d3RsGFD+Pn5QUdHB/7+/grb+/v74/nz59i/fz/atm0La2trdOzYEU2bNi3xPomISF5uL5KAAAAICPYm0UdJaSEpMzMTFy9ehIuLy/+KUVGBi4sLzp07p3CbgwcPwtnZGePHj4eZmRkaN26MhQsXIicnp8T7BICMjAwkJSXJPYiIPlZ5e5FysTeJPkZKC0lPnz5FTk4OzMzM5JabmZkhISFB4Tb37t3D7t27kZOTgyNHjmDWrFlYvHgx5s+fX+J9AoCvry8MDQ1lDysrq/c8OiKiyuntXqRc7E2ij5HSB24Xh1QqhampKdavXw9HR0cMHDgQM2bMgJ+f33vt18vLC69evZI9Hj58WEoVExFVLop6kXKxN4k+NmrKemETExOoqqoiMTFRbnliYiLMzc0VbmNhYQF1dXWoqqrKljVo0AAJCQnIzMws0T4BQFNTE5qamu9xNERElV9BvUi5cnuTBtcfDB11nXKujqj8Ka0nSUNDA46OjggKCpItk0qlCAoKgrOzs8Jt2rZtizt37kAqlcqW3b59GxYWFtDQ0CjRPomI6I3CepFysTeJPiZKPd3m6emJDRs2ICAgAJGRkRg7dixSU1Ph7u4OAHBzc4OXl5es/dixY/H8+XNMmjQJt2/fxuHDh7Fw4UKMHz++yPskIqL83tWLlItjk+hjorTTbQAwcOBAPHnyBN7e3khISECzZs1w9OhR2cDr2NhYqKj8L8dZWVnh2LFj+O6772Bvb4/q1atj0qRJ+OGHH4q8TyIiyu/g3YNIzkqGqkQVEomkwHZCCCRnJePg3YMYVH9QOVZIVP6UGpIAYMKECZgwYYLCdcHBwfmWOTs74/z58yXeJxER5edg6oCv6n/1zp4kAJBAguamzcuhKiLlUnpIIiIi5atXtR68Wnm9uyHRR6RSTQFAREREVF4YkoiIiIgUYEgiIiIiUoAhiYiIiEgBhiQiIiIiBRiSiIiIiBRgSCIiIiJSgCGJiIiISAGGJCIiIiIFGJKIiIiIFGBIIiIiIlKAIYmIiIhIAYYkIiIiIgUYkoiIiIgUYEgiIiIiUoAhiYiIiEgBhiQiIiIiBRiSiIiIiBRgSCIiIiJSgCGJiIiISAGGJCIiIiIFGJKIiIiIFGBIIiIiIlKAIYmIiIhIAYYkIiIiIgUYkoiIiIgUYEgiIiIiUoAhiYiIiEgBhiQiIiIiBRiSiIiIiBSoECFp9erVsLa2hpaWFlq1aoXw8PAC227ZsgUSiUTuoaWlJddm+PDh+dp069atrA+DiIiIPiBqyi4gMDAQnp6e8PPzQ6tWrbBs2TK4uroiKioKpqamCrcxMDBAVFSU7LlEIsnXplu3bti8ebPsuaamZukXT0RERB8spfckLVmyBB4eHnB3d0fDhg3h5+cHHR0d+Pv7F7iNRCKBubm57GFmZpavjaamplybKlWqlOVhEBER0QdGqSEpMzMTFy9ehIuLi2yZiooKXFxccO7cuQK3S0lJQa1atWBlZYXevXvjxo0b+doEBwfD1NQU9erVw9ixY/Hs2bMC95eRkYGkpCS5BxEREX3clBqSnj59ipycnHw9QWZmZkhISFC4Tb169eDv748DBw5g+/btkEqlaNOmDR49eiRr061bN2zduhVBQUH4+eefcfr0aXTv3h05OTkK9+nr6wtDQ0PZw8rKqvQOkoiIiColpY9JKi5nZ2c4OzvLnrdp0wYNGjTAunXr4OPjAwAYNGiQbH2TJk1gb2+POnXqIDg4GF26dMm3Ty8vL3h6esqeJyUlMSgRERF95JTak2RiYgJVVVUkJibKLU9MTIS5uXmR9qGuro7mzZvjzp07BbapXbs2TExMCmyjqakJAwMDuQcRERF93JQakjQ0NODo6IigoCDZMqlUiqCgILneosLk5OTg2rVrsLCwKLDNo0eP8OzZs0LbEBEREeWl9KvbPD09sWHDBgQEBCAyMhJjx45Famoq3N3dAQBubm7w8vKStZ83bx6OHz+Oe/fuISIiAkOHDsWDBw8watQoAG8GdU+dOhXnz59HTEwMgoKC0Lt3b9ja2sLV1VUpx0hERESVj9LHJA0cOBBPnjyBt7c3EhIS0KxZMxw9elQ2mDs2NhYqKv/Lci9evICHhwcSEhJQpUoVODo6IjQ0FA0bNgQAqKqq4urVqwgICMDLly9haWmJTz/9FD4+PpwriYiIiIpM6SEJACZMmIAJEyYoXBccHCz3fOnSpVi6dGmB+9LW1saxY8dKszwiIiL6CCn9dBsRERFRRcSQRERERKQAQxIRERGRAgxJRERERAowJBEREREpwJBEREREpABDEhEREZECDElERERECjAkERERESnAkERERESkAEMSERERkQIMSUREREQKMCQRERERKcCQRERERKQAQxIRERGRAsUOSQ8fPsSjR49kz8PDwzF58mSsX7++VAsjIiIiUqZih6SvvvoKf//9NwAgISEBXbt2RXh4OGbMmIF58+aVeoFEREREylDskHT9+nW0bNkSAPD777+jcePGCA0NxY4dO7Bly5bSro+IiIhIKYodkrKysqCpqQkAOHnyJHr16gUAqF+/PuLj40u3OiIiIiIlKXZIatSoEfz8/HDmzBmcOHEC3bp1AwDExcXB2Ni41AskIiIiUoZih6Sff/4Z69atQ6dOnTB48GA0bdoUAHDw4EHZaTgiIiKiyk6tuBt06tQJT58+RVJSEqpUqSJbPnr0aOjo6JRqcURERETKUqJ5koQQuHjxItatW4fk5GQAgIaGBkMSERERfTCK3ZP04MEDdOvWDbGxscjIyEDXrl2hr6+Pn3/+GRkZGfDz8yuLOomIiIjKVbF7kiZNmgQnJye8ePEC2trasuV9+/ZFUFBQqRZHREREpCzF7kk6c+YMQkNDoaGhIbfc2toa//33X6kVRkRERKRMxe5JkkqlyMnJybf80aNH0NfXL5WiiIiIiJSt2CHp008/xbJly2TPJRIJUlJSMHv2bPTo0aM0ayMiIiJSmmKfblu8eDFcXV3RsGFDpKen46uvvkJ0dDRMTEzw22+/lUWNREREROWu2CGpRo0auHLlCnbt2oWrV68iJSUFI0eOxJAhQ+QGchMRERFVZsUOSQCgpqaGoUOHlnYtRERERBVGsUPS1q1bC13v5uZW7CJWr16NRYsWISEhAU2bNsXKlSsLvMXJli1b4O7uLrdMU1MT6enpsudCCMyePRsbNmzAy5cv0bZtW6xduxZ2dnbFro2IiIg+TsUOSZMmTZJ7npWVhbS0NNmM28UNSYGBgfD09ISfnx9atWqFZcuWwdXVFVFRUTA1NVW4jYGBAaKiomTPJRKJ3PpffvkFK1asQEBAAGxsbDBr1iy4urri5s2b0NLSKlZ9RERE9HEq9tVtL168kHukpKQgKioK7dq1K9HA7SVLlsDDwwPu7u5o2LAh/Pz8oKOjA39//wK3kUgkMDc3lz3MzMxk64QQWLZsGWbOnInevXvD3t4eW7duRVxcHPbv31/s+oiIiOjjVKJ7t73Nzs4OP/30U75epnfJzMzExYsX4eLi8r+CVFTg4uKCc+fOFbhdSkoKatWqBSsrK/Tu3Rs3btyQrbt//z4SEhLk9mloaIhWrVoVuM+MjAwkJSXJPYiIiOjjViohCXgzmDsuLq5Y2zx9+hQ5OTlyPUEAYGZmhoSEBIXb1KtXD/7+/jhw4AC2b98OqVSKNm3a4NGjRwAg2644+/T19YWhoaHsYWVlVazjICIiog9PscckHTx4UO65EALx8fFYtWoV2rZtW2qFFcTZ2RnOzs6y523atEGDBg2wbt06+Pj4lGifXl5e8PT0lD1PSkpiUCIiIvrIFTsk9enTR+65RCJBtWrV8Mknn2Dx4sXF2peJiQlUVVWRmJgotzwxMRHm5uZF2oe6ujqaN2+OO3fuAIBsu8TERFhYWMjts1mzZgr3oampCU1NzWLVTkRERB+2Et27Le8jJycHCQkJ2Llzp1woKQoNDQ04OjoiKChIbv9BQUFyvUWFycnJwbVr12SvbWNjA3Nzc7l9JiUlISwsrMj7JCIiIirRZJKlydPTE8OGDYOTkxNatmyJZcuWITU1VTYXkpubG6pXrw5fX18AwLx589C6dWvY2tri5cuXWLRoER48eIBRo0YBeNOzNXnyZMyfPx92dnayKQAsLS3z9YIRERERFaRIISnveJ13WbJkSbEKGDhwIJ48eQJvb28kJCSgWbNmOHr0qGzgdWxsLFRU/tfh9eLFC3h4eCAhIQFVqlSBo6MjQkND0bBhQ1mbadOmITU1FaNHj8bLly/Rrl07HD16lHMkERERUZFJhBDiXY06d+5ctJ1JJDh16tR7F6VsSUlJMDQ0xKtXr2BgYJC/QUQE4OgIXLwIODiUf4GVyY4dwNChwPbtwJAhyq6mYuP7iojovbzz+7uYitST9Pfff7/3CxERERFVJqU2TxIRERHRh6REA7f//fdf/P7774iNjUVmZqbcur1795ZKYURERETKVOyepF27dqFNmzaIjIzEvn37kJWVhRs3buDUqVMwNDQsixqJiIiIyl2xQ9LChQuxdOlS/Pnnn9DQ0MDy5ctx69YtDBgwADVr1iyLGomIiIjKXbFD0t27d9GzZ08AbyaDTE1NhUQiwXfffYf169eXeoFEREREylDskFSlShUkJycDAKpXr47r168DAF6+fIm0tLTSrY6IiIhISYocknLDUIcOHXDixAkAwJdffolJkybBw8MDgwcPRpcuXcqmSiIiIqJyVuSr2+zt7dGiRQv06dMHX375JQBgxowZUFdXR2hoKPr374+ZM2eWWaFERERE5anIIen06dPYvHkzfH19sWDBAvTv3x+jRo3C9OnTy7I+IiIiIqUo8um29u3bw9/fH/Hx8Vi5ciViYmLQsWNH1K1bFz///DMSEhLKsk4iIiKiclXsgdu6urpwd3fH6dOncfv2bXz55ZdYvXo1atasiV69epVFjURERETl7r1uS2Jra4sff/wRM2fOhL6+Pg4fPlxadREREREpVYluSwIA//zzD/z9/bFnzx6oqKhgwIABGDlyZGnWRkRERKQ0xQpJcXFx2LJlC7Zs2YI7d+6gTZs2WLFiBQYMGABdXd2yqpGIiIio3BU5JHXv3h0nT56EiYkJ3NzcMGLECNSrV68sayMiIiJSmiKHJHV1dezevRufffYZVFVVy7ImIiIiIqUrckg6ePBgWdZBREREVKG819VtRERERB8qhiQiIiIiBRiSiIiIiBRgSCIiIiJSgCGJiIiISAGGJCIiIiIFGJKIiIiIFGBIIiIiIlKAIYmIiIhIAYYkIiIiIgUYkoiIiIgUYEgiIiIiUoAhiYiIiEiBChGSVq9eDWtra2hpaaFVq1YIDw8v0na7du2CRCJBnz595JYPHz4cEolE7tGtW7cyqJyIiIg+VEoPSYGBgfD09MTs2bMRERGBpk2bwtXVFY8fPy50u5iYGHz//fdo3769wvXdunVDfHy87PHbb7+VRflERET0gVJ6SFqyZAk8PDzg7u6Ohg0bws/PDzo6OvD39y9wm5ycHAwZMgRz585F7dq1FbbR1NSEubm57FGlSpWyOgQiIiL6ACk1JGVmZuLixYtwcXGRLVNRUYGLiwvOnTtX4Hbz5s2DqakpRo4cWWCb4OBgmJqaol69ehg7diyePXtWYNuMjAwkJSXJPYiIiOjjptSQ9PTpU+Tk5MDMzExuuZmZGRISEhRuc/bsWWzatAkbNmwocL/dunXD1q1bERQUhJ9//hmnT59G9+7dkZOTo7C9r68vDA0NZQ8rK6uSHxQRERF9ENSUXUBxJCcn4+uvv8aGDRtgYmJSYLtBgwbJfm7SpAns7e1Rp04dBAcHo0uXLvnae3l5wdPTU/Y8KSmJQYmIiOgjp9SQZGJiAlVVVSQmJsotT0xMhLm5eb72d+/eRUxMDD7//HPZMqlUCgBQU1NDVFQU6tSpk2+72rVrw8TEBHfu3FEYkjQ1NaGpqfm+h0NEREQfEKWebtPQ0ICjoyOCgoJky6RSKYKCguDs7Jyvff369XHt2jVcvnxZ9ujVqxc6d+6My5cvF9j78+jRIzx79gwWFhZldixERET0YVH66TZPT08MGzYMTk5OaNmyJZYtW4bU1FS4u7sDANzc3FC9enX4+vpCS0sLjRs3ltveyMgIAGTLU1JSMHfuXPTv3x/m5ua4e/cupk2bBltbW7i6upbrsREREVHlpfSQNHDgQDx58gTe3t5ISEhAs2bNcPToUdlg7tjYWKioFL3DS1VVFVevXkVAQABevnwJS0tLfPrpp/Dx8eEpNSIiIioypYckAJgwYQImTJigcF1wcHCh227ZskXuuba2No4dO1ZKlREREdHHSumTSRIRERFVRAxJRERERAowJBEREREpwJBEREREpABDEhEREZECDElERERECjAkERERESnAkERERESkAEMSERERkQIMSUREREQKMCQRERERKcCQRERERKQAQxIRERGRAgxJRERERAowJBEREREpwJBEREREpABDEhEREZECDElERERECjAkERERESnAkERERESkAEMSERERkQIMSUREREQKMCQRERERKcCQRERERKQAQxIRERGRAgxJRERERAowJBEREREpwJBEREREpICasgsgoveU8hiIOQNkpACaeoB1e0DPVNlVERFVegxJRJVV4g3gzGLg5n5AmvO/5SqqQMM+QPspgFkjZVVHRFTp8XQbUWV05ySwoTNwY798QALePL954M36OyeVUh4R0YegQoSk1atXw9raGlpaWmjVqhXCw8OLtN2uXbsgkUjQp08fueVCCHh7e8PCwgLa2tpwcXFBdHR0GVROpASJN4BdXwHZmYDIUdxGmv1m/a6v3rQnIqJiU3pICgwMhKenJ2bPno2IiAg0bdoUrq6uePz4caHbxcTE4Pvvv0f79u3zrfvll1+wYsUK+Pn5ISwsDLq6unB1dUV6enpZHQZR+TmzGMjJBiDe0VC86VU6s6Q8qiIi+uAoPSQtWbIEHh4ecHd3R8OGDeHn5wcdHR34+/sXuE1OTg6GDBmCuXPnonbt2nLrhBBYtmwZZs6cid69e8Pe3h5bt25FXFwc9u/fX8ZHQ1TGUh6/GYNUUA/S26TZwM19QMqTMi2LiOhDpNSQlJmZiYsXL8LFxUW2TEVFBS4uLjh37lyB282bNw+mpqYYOXJkvnX3799HQkKC3D4NDQ3RqlWrAveZkZGBpKQkuQdRhRRzJv8YpHeR5rzZjoiIikWpIenp06fIycmBmZmZ3HIzMzMkJCQo3Obs2bPYtGkTNmzYoHB97nbF2aevry8MDQ1lDysrq+IeClH5yEgp4XbJpVsHEdFHQOmn24ojOTkZX3/9NTZs2AATE5NS26+XlxdevXolezx8+LDU9k1UqjT1SridfunWQUT0EVDqPEkmJiZQVVVFYmKi3PLExESYm5vna3/37l3ExMTg888/ly2TSqUAADU1NURFRcm2S0xMhIWFhdw+mzVrprAOTU1NaGpqvu/hEJU96/Zv5kEqzik3FdU32xERUbEotSdJQ0MDjo6OCAoKki2TSqUICgqCs7Nzvvb169fHtWvXcPnyZdmjV69e6Ny5My5fvgwrKyvY2NjA3Nxcbp9JSUkICwtTuE+iSkXP9M1EkRLVorVXUQMa9gX0qpVpWUREHyKlz7jt6emJYcOGwcnJCS1btsSyZcuQmpoKd3d3AICbmxuqV68OX19faGlpoXHjxnLbGxkZAYDc8smTJ2P+/Pmws7ODjY0NZs2aBUtLy3zzKRFVSu2nALcOAdlSFD4NgORNL1J7z/KqjIjog6L0kDRw4EA8efIE3t7eSEhIQLNmzXD06FHZwOvY2FioqBSvw2vatGlITU3F6NGj8fLlS7Rr1w5Hjx6FlpZWWRwCUfkyawQM2vlmosicbMXTAaiovQlIg3by1iSkdDk5OcjKylJ2GfQBUFdXh6pqEXvSS4FECPGuGek+OklJSTA0NMSrV69gYGCQv0FEBODoCFy8CDg4lH+BlcmOHcDQocD27cCQIcqupmIr7vsq8cabiSJv7lNw77a+b3qQGJBIiYQQSEhIwMuXL5VdCn1AjIyMYG5uDolEkm/dO7+/i0npPUlEVEJmjYAvNgEpP72ZBykj+c1VbNbtOQaJKoTcgGRqagodHR2FX2pERSWEQFpamuyOHHkvziorDElElZ1eNaBxP2VXQSQnJydHFpCMjY2VXQ59ILS1tQEAjx8/hqmpaZmfeqtU8yQREVHlkDsGSUdHR8mV0Icm9z1VHuPcGJKIiKjM8BQblbbyfE8xJBEREREpwJBERERUAhKJBPv371f6Pt6XtbU1li1bptQaKiqGJCIiqvDSs3LwJDkD6VnFuCXPe0hISMC3336L2rVrQ1NTE1ZWVvj888/l7uYQHx+P7t27l0s9BYmJiYFEIpE9jI2N8emnn+LSpUtF3seFCxcwevToIrcPDg6GRCL5KKZ24NVtRERUYV2IeY6NZ+7hxM1ESAWgIgG6NjSDR/vacLKuWiavGRMTg7Zt28LIyAiLFi1CkyZNkJWVhWPHjmH8+PG4desWACi8x2heWVlZUFdXL5Ma33by5Ek0atQIjx49wsSJE9G9e3fcunVLdleKwlSrxilDCsKeJCIiqpC2nX+AAX7ncDLyMaT/P+2xVAAnIx/jS79z2H7+QZm87rhx4yCRSBAeHo7+/fujbt26aNSoETw9PXH+/HlZu7ynynJ7dAIDA9GxY0doaWlhx44dAAB/f380atQImpqasLCwwIQJEwp87YcPH2LAgAEwMjJC1apV0bt3b8TExLyzZmNjY5ibm8PJyQm//vorEhMTERYWBgDYs2eP7PWtra2xePFiuW3fPt0mkUiwceNG9O3bFzo6OrCzs8PBgwdlx9m5c2cAQJUqVSCRSDB8+HAAwO7du9GkSRNoa2vD2NgYLi4uSE1NfWftFRlDEhERVTgXYp7De/91CAA5UvkbQ+RIBQSAWfuv49+Y56X6us+fP8fRo0cxfvx46Orq5lv/rp6Z6dOnY9KkSYiMjISrqyvWrl2L8ePHY/To0bh27RoOHjwIW1tbhdtmZWXB1dUV+vr6OHPmDEJCQqCnp4du3bohMzOzyMeQO5dQZmYmLl68iAEDBmDQoEG4du0a5syZg1mzZmHLli2F7mPu3LkYMGAArl69ih49emDIkCF4/vw5rKyssGfPHgBAVFQU4uPjsXz5csTHx2Pw4MEYMWIEIiMjERwcjH79+qGy39SDp9uIiKjC2XjmHlRUJPkCUl4qKhJsPHu/VE+73blzB0II1K9fv0TbT548Gf36/W9y1/nz52PKlCmYNGmSbFmLFi0UbhsYGAipVIqNGzfKLnPfvHkzjIyMEBwcjE8//fSdr//y5Uv4+PhAT08PLVu2hKenJ7p06YJZs2YBAOrWrYubN29i0aJFsh4gRYYPH47BgwcDABYuXIgVK1YgPDwc3bp1Q9Wqb37fpqamstB49+5dZGdno1+/fqhVqxYAoEmTJu+st6JjTxIREVUo6Vk5OHEzsdCABLzpUTp+I6FUB3O/b8+Hk5OT7OfHjx8jLi4OXbp0KdK2V65cwZ07d6Cvrw89PT3o6emhatWqSE9Px927dwvdtk2bNtDT00OVKlVw5coVBAYGwszMDJGRkWjbtq1c27Zt2yI6Oho5OQX/3uzt7WU/6+rqwsDAQHY7EEWaNm2KLl26oEmTJvjyyy+xYcMGvHjxokjHXZGxJ4mIiCqU5PRsvCMfyUjFm/Za6qVzewo7OztIJBLZ4OziynuKLve0V1GlpKTA0dFRNpYpr3cNrg4MDETDhg1hbGxcpMHa7/L2gHOJRAKpVFpge1VVVZw4cQKhoaE4fvw4Vq5ciRkzZiAsLAw2NjbvXY+ysCeJiIgqFH0tNagUcVJlFcmb9qWlatWqcHV1xerVqxUOOi7OZe/6+vqwtraWmzagMA4ODoiOjoapqSlsbW3lHoaGhoVua2VlhTp16uQLSA0aNEBISIjcspCQENStW7fE9z3T0NAAgHw9URKJBG3btsXcuXNx6dIlaGhoYN++fSV6jYqCIYmIiCoULXVVdG1oBtV3JCVVFQk+bWRear1IuVavXo2cnBy0bNkSe/bsQXR0NCIjI7FixQo4OzsXa19z5szB4sWLsWLFCkRHRyMiIgIrV65U2HbIkCEwMTFB7969cebMGdy/fx/BwcGYOHEiHj16VKJjmTJlCoKCguDj44Pbt28jICAAq1atwvfff1+i/QFArVq1IJFIcOjQITx58gQpKSkICwvDwoUL8e+//yI2NhZ79+7FkydP0KBBgxK/TkXAkERERBXOqPa1IX3HOTepVGBUu9I/lVO7dm1ERESgc+fOmDJlCho3boyuXbsiKCgIa9euLda+hg0bhmXLlmHNmjVo1KgRPvvsM0RHRytsq6Ojg3/++Qc1a9ZEv3790KBBA4wcORLp6ekwMDAo0bE4ODjg999/x65du9C4cWN4e3tj3rx5hQ7afpfq1atj7ty5mD59OszMzDBhwgQYGBjgn3/+QY8ePVC3bl3MnDkTixcvVvpkm+9LIir79XllICkpCYaGhnj16pXiN2ZEBODoCFy8CDg4lH+BlcmOHcDQocD27cCQIcqupmLj+4o+IOnp6bh//z5sbGygpaVVon1sP/8As/Zfz3eVm6qKBFKpgE+fxhjaulZplUyVRGHvrXd+fxcTB24TEVGFNLR1LdQ318fGs/dx/EaC3Izbo9rZlNmM20S5GJKIiKjCcrKuCifrqkjPykFyejb0tdRKfQwSUUEYkoiIqMLTUldlOKJyx4HbRERERAowJBEREREpwJBEREREpABDEhEREZECDElERERECjAkERERESnAkERERBVbymPg+h7gYsCb/6Y8VnZFAN7c0HX//v1K38f7sra2xrJly5RaQ0XFkERERBVT4g1g9whgSf03//1zovzzxBtl9tIJCQn49ttvUbt2bWhqasLKygqff/45goKCZG3i4+OVfm+ymJgYSCQS2cPY2BiffvopLl26VOR9XLhwAaNHjy5y++DgYEgkErx8+bIEFVcuDElERFTx3DkJbOgM3NgPSHPk10lzgJsH3qy/c7LUXzomJgaOjo44deoUFi1ahGvXruHo0aPo3Lkzxo8fL2tnbm4OTU3NAveTlZVV6rUV5OTJk4iPj8exY8eQkpKC7t27FznEVKtWDTo6OmVbYCXFkERERBVL4g1g11dAdiYgchS3kWa/Wb/rq1LvURo3bhwkEgnCw8PRv39/1K1bF40aNYKnpyfOnz8va5f3VFluj05gYCA6duwILS0t7NixAwDg7++PRo0aQVNTExYWFpgwYUKBr/3w4UMMGDAARkZGqFq1Knr37o2YmJh31mxsbAxzc3M4OTnh119/RWJiIsLCwgAAe/bskb2+tbU1Fi9eLLft26fbJBIJNm7ciL59+0JHRwd2dnY4ePCg7Dg7d+4MAKhSpQokEgmGDx8OANi9ezeaNGkCbW1tGBsbw8XFBampqe+svSJjSCIioorlzGIgJxuAeEdD8aZX6cySUnvp58+f4+jRoxg/fjx0dXXzrTcyMip0++nTp2PSpEmIjIyEq6sr1q5di/Hjx2P06NG4du0aDh48CFtbW4XbZmVlwdXVFfr6+jhz5gxCQkKgp6eHbt26ITMzs8jHoK2tDQDIzMzExYsXMWDAAAwaNAjXrl3DnDlzMGvWLGzZsqXQfcydOxcDBgzA1atX0aNHDwwZMgTPnz+HlZUV9uzZAwCIiopCfHw8li9fjvj4eAwePBgjRoxAZGQkgoOD0a9fPwjxrn/Diq1ChKTVq1fD2toaWlpaaNWqFcLDwwtsu3fvXjg5OcHIyAi6urpo1qwZtm3bJtdm+PDhcudoJRIJunXrVtaHQURE7yvlMXBzf8E9SG+TZgM39wEpT0rl5e/cuQMhBOrXr1+i7SdPnox+/frBxsYGFhYWmD9/PqZMmYJJkyahbt26aNGiBSZPnqxw28DAQEilUmzcuBFNmjRBgwYNsHnzZsTGxiI4OLhIr//y5Uv4+PhAT08PLVu2xJIlS9ClSxfMmjULdevWxfDhwzFhwgQsWrSo0P0MHz4cgwcPhq2tLRYuXIiUlBSEh4dDVVUVVatWBQCYmprC3NwchoaGiI+PR3Z2Nvr16wdra2s0adIE48aNg56eXnF+fRWO0kNSYGAgPD09MXv2bERERKBp06ZwdXXF48eKr16oWrUqZsyYgXPnzuHq1atwd3eHu7s7jh07JteuW7duiI+Plz1+++238jgcIiJ6HzFn8o9BehdpzpvtSsH79nw4OTnJfn78+DHi4uLQpUuXIm175coV3LlzB/r6+tDT04Oenh6qVq2K9PR03L17t9Bt27RpAz09PVSpUgVXrlxBYGAgzMzMEBkZibZt28q1bdu2LaKjo5GTU/Dv2d7eXvazrq4uDAwMCvxeBoCmTZuiS5cuaNKkCb788kts2LABL168KNJxV2Rqyi5gyZIl8PDwgLu7OwDAz88Phw8fhr+/P6ZPn56vfadOneSeT5o0CQEBATh79ixcXV1lyzU1NWFubl6mtRMRUSnLSCnhdsml8vJ2dnaQSCS4detWibbPe4ou97RXUaWkpMDR0VE2limvatWqFbptYGAgGjZsCGNj43eeEiwKdXV1uecSiQRSqbTA9qqqqjhx4gRCQ0Nx/PhxrFy5EjNmzEBYWBhsbGzeux5lUWpPUu75UhcXF9kyFRUVuLi44Ny5c+/cXgiBoKAgREVFoUOHDnLrgoODYWpqinr16mHs2LF49uxZgfvJyMhAUlKS3IOIiJRAs4SnZzT1S+Xlq1atCldXV6xevVrhoOPiXPaur68Pa2truWkDCuPg4IDo6GiYmprC1tZW7mFoaFjotlZWVqhTp06+gNSgQQOEhITILQsJCUHdunWhqqpa5GPJS0NDAwDy9URJJBK0bdsWc+fOxaVLl6ChoYF9+/aV6DUqCqWGpKdPnyInJwdmZmZyy83MzJCQkFDgdq9evYKenh40NDTQs2dPrFy5El27dpWt79atG7Zu3YqgoCD8/PPPOH36NLp3715g16Kvry8MDQ1lDysrq9I5QCIiKh7r9oBKMb+8VVTfbFdKVq9ejZycHLRs2RJ79uxBdHQ0IiMjsWLFCjg7OxdrX3PmzMHixYuxYsUKREdHIyIiAitXrlTYdsiQITAxMUHv3r1x5swZ3L9/H8HBwZg4cSIePXpUomOZMmUKgoKC4OPjg9u3byMgIACrVq3C999/X6L9AUCtWrUgkUhw6NAhPHnyBCkpKQgLC8PChQvx77//IjY2Fnv37sWTJ0/QoEGDEr9ORaD0MUkloa+vj8uXL+PChQtYsGABPD095Qa1DRo0CL169UKTJk3Qp08fHDp0CBcuXChw4JuXlxdevXolezx8+LB8DoSIiOTpmQIN+wCSIgYlFTWgYV9Ar/DTUcVRu3ZtREREoHPnzpgyZQoaN26Mrl27IigoCGvXri3WvoYNG4Zly5ZhzZo1aNSoET777DNER0crbKujo4N//vkHNWvWRL9+/dCgQQOMHDkS6enpMDAwKNGxODg44Pfff8euXbvQuHFjeHt7Y968ebLL9kuievXqmDt3LqZPnw4zMzNMmDABBgYG+Oeff9CjRw/UrVsXM2fOxOLFi5U+2eb7kgglXp+XmZkJHR0d7N69G3369JEtHzZsGF6+fIkDBw4UaT+jRo3Cw4cP8w3ezqtatWqYP38+xowZ8879JSUlwdDQEK9evVL8xoyIABwdgYsXAQeHItX40dqxAxg6FNi+HRgyRNnVVGx8X9EHJD09Hffv34eNjQ20tLSKt3HijTcTRWZnovBpACSAmgbg8Tdg1uh9yqVKpLD31ju/v4tJqT1JGhoacHR0lDtfK5VKERQUVKwuTalUioyMjALXP3r0CM+ePYOFhcV71UtEROXArBEwaOebAFRQj5KK2pv1g3YyIFGZUfrpNk9PT2zYsAEBAQGIjIzE2LFjkZqaKrvazc3NDV5eXrL2vr6+OHHiBO7du4fIyEgsXrwY27Ztw9ChQwG8uTpg6tSpOH/+PGJiYhAUFITevXvD1tZW7uo3IiKqwGxd3vQQNeqbf4ySiuqbU3Ief79pR1RGlD4FwMCBA/HkyRN4e3sjISEBzZo1w9GjR2WDuWNjY6Gi8r8sl5qainHjxuHRo0fQ1tZG/fr1sX37dgwcOBDAm8sQr169ioCAALx8+RKWlpb49NNP4ePjU+g9doiIqIIxawR8sQlI+enNPEgZyW+uYrNuX6pjkIgKovSQBAATJkwo8F42bw+2nj9/PubPn1/gvrS1tQsdm0RERJWMXjWgcT9lV0EfIaWfbiMiIiKqiBiSiIiIiBRgSCIiIiJSgCGJiIiISAGGJCIiovcwZ84cNGvWrNxfd8uWLaVyM9v3ERwcDIlEUqx72lUmDElERET/TyKRFPqYM2dOvm2+//77It/EtqKZM2eO7NjU1NRgbW2N7777DikpKUXavk2bNoiPj3/nDXjzGj58uNxdNiqyCjEFABERUWFeZ7/Gvuh96GvXF9pq2mX2OvHx8bKfAwMD4e3tjaioKNkyPT092c9CCOTk5EBPT09ueWXTqFEjnDx5EtnZ2QgJCcGIESOQlpaGdevWvXNbDQ0NmJubl0OVysGeJCIiqvB2RO6Ab7gvdkbuLNPXMTc3lz0MDQ0hkUhkz2/dugV9fX389ddfcHR0hKamJs6ePZvvdNuFCxfQtWtXmJiYwNDQEB07dkRERITc60gkEmzcuBF9+/aFjo4O7OzscPDgQbk2Bw8ehJ2dHbS0tNC5c2cEBAS889TWgQMH4ODgAC0tLdSuXRtz585FdnZ2ocespqYGc3Nz1KhRAwMHDsSQIUNktWRkZGDixIkwNTWFlpYW2rVrhwsXLsi2fft0W+4pwGPHjqFBgwbQ09NDt27dZOFzzpw5CAgIwIEDB2Q9WMHBwcjMzMSECRNgYWEBLS0t1KpVC76+vu/65ypzDElERFShpWalwv+aPwBg07VNSMtKU2o906dPx08//YTIyEjY29vnW5+cnIxhw4bh7NmzOH/+POzs7NCjRw8kJyfLtZs7dy4GDBiAq1evokePHhgyZAieP38OALh//z6++OIL9OnTB1euXMGYMWMwY8aMQus6c+YM3NzcMGnSJNy8eRPr1q3Dli1bsGDBgmIdn7a2NjIzMwEA06ZNw549exAQEICIiAjZLb5y61QkLS0Nv/76K7Zt24Z//vkHsbGx+P777wG8OTU5YMAAWXCKj49HmzZtsGLFChw8eBC///47oqKisGPHDlhbWxer7rLAkERERBXab7d+Q0rWmzEyKVkp+O3Wb0qtZ968eejatSvq1KmDqlWr5lv/ySefYOjQoahfvz4aNGiA9evXIy0tDadPn5ZrN3z4cAwePBi2trZYuHAhUlJSEB4eDgBYt24d6tWrh0WLFqFevXoYNGgQhg8fXmhdc+fOxfTp0zFs2DDUrl0bXbt2hY+PT5FOm+W6ePEidu7ciU8++QSpqalYu3YtFi1ahO7du6Nhw4bYsGEDtLW1sWnTpgL3kZWVBT8/Pzg5OcHBwQETJkyQjdnS09ODtrY2NDU1ZT10GhoaiI2NhZ2dHdq1a4datWqhXbt2GDx4cJHrLisMSUREVGHl9iIJCACAgFB6b5KTk1Oh6xMTE+Hh4QE7OzsYGhrCwMAAKSkpiI2NlWuXtxdKV1cXBgYGePz4MQAgKioKLVq0kGvfsmXLQl/3ypUrmDdvnmyMlJ6eHjw8PBAfH4+0tIJ/X9euXZOFl5YtW8LZ2RmrVq3C3bt3kZWVhbZt28raqquro2XLloiMjCxwfzo6OqhTp47suYWFhey4CjJ8+HBcvnwZ9erVw8SJE3H8+PFC25cXDtwmIqIKK28vUq7c3qSRTUYqpSZdXd1C1w8bNgzPnj3D8uXLUatWLWhqasLZ2Vl2CiuXurq63HOJRAKpVFriulJSUjB37lz065f/PndaWloFblevXj0cPHgQampqsLS0hIaGBoA3Ya8kFB2XEKLQbRwcHHD//n389ddfOHnyJAYMGAAXFxfs3r27RDWUFoYkIiKqkN7uRcqV25s0uP5g6KjrKKm6goWEhGDNmjXo0aMHAODhw4d4+vRpsfZRr149HDlyRG5Z3gHTijg4OCAqKgq2trbFei0NDQ2F29SpUwcaGhoICQlBrVq1ALw5lXbhwgVMnjy5WK/x9uvl5OTkW25gYICBAwdi4MCB+OKLL9CtWzc8f/5c4SnN8sKQREREFZKiXqRcyu5NKoydnR22bdsGJycnJCUlYerUqdDWLt60BWPGjMGSJUvwww8/YOTIkbh8+TK2bNkC4E3PjCLe3t747LPPULNmTXzxxRdQUVHBlStXcP36dcyfP7/Yx6Grq4uxY8di6tSpqFq1KmrWrIlffvkFaWlpGDmy5L93a2trHDt2DFFRUTA2NoahoSFWrlwJCwsLNG/eHCoqKvjjjz9gbm6u9MkyOSaJiIgqnIJ6kXJVhLFJBdm0aRNevHgBBwcHfP3117JL6IvDxsYGu3fvxt69e2Fvb4+1a9fKrm7T1NRUuI2rqysOHTqE48ePo0WLFmjdujWWLl0q6wUqiZ9++gn9+/fH119/DQcHB9y5cwfHjh1DlSpVSrxPDw8P1KtXD05OTqhWrRpCQkKgr6+PX375BU5OTmjRogViYmJw5MgRqKgoN6ZIxLtOFH6EkpKSYGhoiFevXsHAwCB/g4gIwNERuHgRcHAo/wIrkx07gKFDge3bgSFDlF1Nxcb3FX1A0tPTcf/+fdjY2BQ6HqYgG69txIqIFQWGJACQQIJJDpMqZG9SWViwYAH8/Pzw8OFDZZeiVIW9t975/V1M7EkiIqIK5V29SLkqcm9SaVizZg0uXLiAe/fuYdu2bVi0aBGGDRum7LI+KhyTREREFcrBuweRnJUMVYlqgeNvgDe3BUnOSsbBuwcxqP6gcqywfERHR2P+/Pl4/vw5atasiSlTpsDLy0vZZX1UGJKIiKhCcTB1wFf1v3pnTxLw5pRbc9Pm5VBV+Vu6dCmWLl2q7DI+agxJRERUodSrWg9erdhjQsrHMUlERERECjAkERERESnAkERERESkAEMSERERkQIMSUREREQKMCQRERG9hzlz5qBZs2bl/rpbtmxR+r3NgoODIZFI8PLlS6XWUVYYkoiIqMLLfvIE//0wHdlPnpTp60gkkkIfc+bMybfN999/j6CgoDKtq6zMmTNHdmxqamqwtrbGd999h5QUxTcWflubNm0QHx8PQ0PDIr/m8OHD0adPnxJWXL44TxIREVV4T/3WIenAAajq68N85owye534+HjZz4GBgfD29kZUVJRsmZ6enuxnIQRycnKgp6cnt7yyadSoEU6ePIns7GyEhIRgxIgRSEtLw7p16965rYaGBszNzcuhSuVgTxIREVVoWYmJeBEYCAB4sWsXshITy+y1zM3NZQ9DQ0NIJBLZ81u3bkFfXx9//fUXHB0doampibNnz+Y73XbhwgV07doVJiYmMDQ0RMeOHRERESH3OhKJBBs3bkTfvn2ho6MDOzs7HDx4UK7NwYMHYWdnBy0tLXTu3BkBAQHvPLV14MABODg4QEtLC7Vr18bcuXORnZ1d6DGrqanB3NwcNWrUwMCBAzFkyBBZLRkZGZg4cSJMTU2hpaWFdu3a4cKFC7Jt3z7dlnsK8NixY2jQoAH09PTQrVs3WficM2cOAgICcODAAVkPVnBwMDIzMzFhwgRYWFhAS0sLtWrVgq+v77v+ucocQ1I5S8/KwZPkDKRn5Si7FCKiSuHZ+g2A+P9blAiBZxs2KrWe6dOn46effkJkZCTs7e3zrU9OTsawYcNw9uxZnD9/HnZ2dujRoweSk5Pl2s2dOxcDBgzA1atX0aNHDwwZMgTPnz8HANy/fx9ffPEF+vTpgytXrmDMmDGYMaPwHrQzZ87Azc0NkyZNws2bN7Fu3Tps2bIFCxYsKNbxaWtrIzMzEwAwbdo07NmzBwEBAYiIiICtrS1cXV1ldSqSlpaGX3/9Fdu2bcM///yD2NhYfP/99wDenJocMGCALDjFx8ejTZs2WLFiBQ4ePIjff/8dUVFR2LFjB6ytrYtVd1ng6bZyciHmOTaeuYcTNxMhFYCKBOja0Awe7WvDybqqsssjIqqQZL1IOf//h2VODl7s2gVjj1FQNzNTSk3z5s1D165dC1z/ySefyD1fv349jIyMcPr0aXz22Wey5cOHD8fgwYMBAAsXLsSKFSsQHh6Obt26Yd26dahXrx4WLVoEAKhXrx6uX79eaOCZO3cupk+fjmHDhgEAateuDR8fH0ybNg2zZ88u0rFdvHgRO3fuxCeffILU1FSsXbsWW7ZsQffu3QEAGzZswIkTJ7Bp0yZMnTpV4T6ysrLg5+eHOnXqAAAmTJiAefPmAXhzulJbWxsZGRlyp+liY2NhZ2eHdu3aQSKRoFatWkWqt6xViJ6k1atXw9raGlpaWmjVqhXCw8MLbLt37144OTnByMgIurq6aNasGbZt2ybXRggBb29vWFhYQFtbGy4uLoiOji7rwyjQtvMPMMDvHE5GPob0//8YkgrgZORjfOl3DtvPP1BabUREFZlcL1IuJfcmOTk5Fbo+MTERHh4esLOzg6GhIQwMDJCSkoLY2Fi5dnl7oXR1dWFgYIDHjx8DAKKiotCiRQu59i1btiz0da9cuYJ58+bJxkjp6enBw8MD8fHxSEtLK3C7a9euycJLy5Yt4ezsjFWrVuHu3bvIyspC27ZtZW3V1dXRsmVLREZGFrg/HR0dWUACAAsLC9lxFWT48OG4fPky6tWrh4kTJ+L48eOFti8vSg9JgYGB8PT0xOzZsxEREYGmTZvC1dW1wF9o1apVMWPGDJw7dw5Xr16Fu7s73N3dcezYMVmbX375BStWrICfnx/CwsKgq6sLV1dXpKenl9dhyVyIeQ7v/dchAORI5f9Hz5G+ucf1rP3X8W9MwV2XREQfo3y9SLn+vzepLMcmFUZXV7fQ9cOGDcPly5exfPlyhIaG4vLlyzA2Npadwsqlrq4u91wikUAqlZa4rpSUFMydOxeXL1+WPa5du4bo6GhoaWkVuF29evVw+fJlREZG4vXr1zh48CDM3qOXTtFxibeD7lscHBxw//59+Pj44PXr1xgwYAC++OKLEtdQWpQekpYsWQIPDw+4u7ujYcOG8PPzg46ODvz9/RW279SpE/r27YsGDRqgTp06mDRpEuzt7XH27FkAb3qRli1bhpkzZ6J3796wt7fH1q1bERcXh/3795fjkb2x8cw9qKhICm2joiLBxrP3y6kiIqLKQWEvUq4KMDapICEhIZg4cSJ69OiBRo0aQVNTE0+fPi3WPurVq4d///1XblneAdOKODg4ICoqCra2tvkeKioFf91raGjA1tYW1tbW0NDQkC2vU6cONDQ0EBISIluWlZWFCxcuoGHDhsU6nrdfL+ft4AvAwMAAAwcOxIYNGxAYGIg9e/YUOvapPCg1JGVmZuLixYtwcXGRLVNRUYGLiwvOnTv3zu2FEAgKCkJUVBQ6dOgA4M1gt4SEBLl9GhoaolWrVgXuMyMjA0lJSXKP0pCelYMTNxPz9SC9LUcqcPxGAgdzExH9vwJ7kXIpuTepMHZ2dti2bRsiIyMRFhaGIUOGQFtbu1j7GDNmDG7duoUffvgBt2/fxu+//44tW7YAeNMzo4i3tze2bt2KuXPn4saNG4iMjMSuXbswc+bMEh2Hrq4uxo4di6lTp+Lo0aO4efMmPDw8kJaWhpEjR5ZonwBgbW2Nq1evIioqCk+fPkVWVhaWLFmC3377Dbdu3cLt27fxxx9/wNzcXOmTZSo1JD19+hQ5OTn5uvXMzMyQkJBQ4HavXr2Cnp4eNDQ00LNnT6xcuVI2iC53u+Ls09fXF4aGhrKHlZXV+xyWTHJ6Nt6Rj2Sk4k17IiJ6Ry9Srgram7Rp0ya8ePECDg4O+Prrr2WX0BeHjY0Ndu/ejb1798Le3h5r166VXd2mqampcBtXV1ccOnQIx48fR4sWLdC6dWssXbr0vQZB//TTT+jfvz++/vprODg44M6dOzh27BiqVKlS4n16eHigXr16cHJyQrVq1RASEgJ9fX388ssvcHJyQosWLRATE4MjR44U2gNWHiTiXScKy1BcXByqV6+O0NBQODs7y5ZPmzYNp0+fRlhYmMLtpFIp7t27h5SUFAQFBcHHxwf79+9Hp06dEBoairZt2yIuLg4WFhaybQYMGACJRILA/59rI6+MjAxkZGTIniclJcHKygqvXr2CgYFB/gIiIgBHR+DiRcDBocDjS8/KQUPvo0UKSioS4Oa8btBSV31348pkxw5g6FBg+3ZgyBBlV1OxFfF9RVQZpKen4/79+7CxsSl0PIwiWYmJuNPFBXjH/D4AADU12AadVNqVbuVpwYIF8PPzw8OHD5VdilIV9t5KSkqCoaFhwd/fxaTUiGZiYgJVVVUkvtVdmpiYWOgMnioqKrC1tUWzZs0wZcoUfPHFF7JJp3K3K84+NTU1YWBgIPcoDVrqquja0Ayq7xiTpKoiwaeNzD+8gEREVAJF6kXKVUF7k0rDmjVrcOHCBdy7dw/btm3DokWLZJf3U/lQakjS0NCAo6Oj3D1vpFIpgoKC5HqW3kUqlcp6gmxsbGBubi63z6SkJISFhRVrn6VlVPvakL6jK0kqFRjVzqacKiIiqrjeORbpbRV4bNL7io6ORu/evdGwYUP4+PhgypQpCu8dR2VH6ZNJenp6YtiwYXByckLLli2xbNkypKamwt3dHQDg5uaG6tWry3qKfH194eTkhDp16iAjIwNHjhzBtm3bsHbtWgBvBrRNnjwZ8+fPh52dHWxsbDBr1ixYWloq5YZ6LayrwqdPY8zafx0qKhK5QdyqKhJIpQI+fRpzQkkiIgDPNm0q2mm2vLKz8dzfH2ZeXmVTlJIsXboUS5cuVXYZHzWlh6SBAwfiyZMn8Pb2RkJCApo1a4ajR4/KBl7HxsbKDdxKTU3FuHHj8OjRI2hra6N+/frYvn07Bg4cKGszbdo0pKamYvTo0Xj58iXatWuHo0ePFvu8eGkZ2roW6pvrY+PZ+zh+I0Fuxu1R7WwYkIiI/p+6hSW0SnB5uZq5xbsbERWTUgduV1TvHPj1HgNs07NykJyeDX0ttY9jDBIHbhcdB27TB+R9Bm4TFaY8B24rvSfpY6OlrvpxhCMiIuCdMy0TFVd5vqeUPuM2ERF9eHJvTVHYPcOISiL3PfX27U/KAnuSiIio1KmqqsLIyEh2H04dHZ0CZ4omKgohBNLS0vD48WMYGRlBVbXsz8owJBERUZnInZvuXXeAJyoOIyOjQudSLE0MSUREVCYkEgksLCxgamqKrKwsZZdDHwB1dfVy6UHKxZBERERlSlVVtVy/2IhKCwduExERESnAkERERESkAEMSERERkQIck6RA7kRVSUlJihukpPzvvwW1oTdy50hJS+Pv6l34viIiei+539ulNeEkb0uiwKNHj2BlZaXsMoiIiKgEHj58iBo1arz3fhiSFJBKpYiLi4O+vn6pT36WlJQEKysrPHz4sFTuK0ME8H1FZYPvKyoLZfm+EkIgOTkZlpaWUFF5/xFFPN2mgIqKSqkk0MIYGBjwQ4dKHd9XVBb4vqKyUFbvK0NDw1LbFwduExERESnAkERERESkAENSOdPU1MTs2bOhqamp7FLoA8L3FZUFvq+oLFSm9xUHbhMREREpwJ4kIiIiIgUYkoiIiIgUYEgiIiIiUoAhiYiIiEgBhiQiUrrNmzcjKipK2WUQEclhSCIipQoODsaoUaOwbt063L17V9nlUBFJpdJCnxOVp7K6UJ8hiYiUqlOnTti8eTN2796NVatW4c6dO8ouiYog975YU6ZMQVhYWKncJ4uoJKRSqew+q//99x8SExNLbd98V1dinOKKKrvc97Cbmxvmz5+PP/74A6tXr2aPUgWW93Nn//79WLFiBVJTU5VYEX3scgP6jz/+iB49eqBx48ZYsGAB7t2799775g1uK5Hz588jPDwcT548QY8ePeDs7KzskohKTAgBiUSC7OxsqKmpwc3NDdnZ2fD29gYAjB8/Hra2tkqukt6W+xf77t27cfXqVaxevRqffPKJkquij90ff/yB3377DT4+PoiNjcWSJUtw//59TJ48GY0bNy7xfhmSKok9e/Zg7NixcHBwgKGhIRYsWICffvoJ48ePh66urrLLIyoWqVQq++vv9evXUFFRga6uLkaMGAEAmDVrFgBgwoQJqFOnjtLqJMWuXbuG+fPn4/bt21iyZAkAICcnB6qqqkqujD4WeT9DAEBXVxcTJ07E0KFDAQBNmzbFuHHjIITAd999V+KgxNNtlcDNmzcxadIkLFiwAEePHsWmTZsAAMnJyQxIVOnk/XBbvHgx+vfvj08//RSff/45nj59ihEjRsDX15en3iqQt0/t16tXD5MnT4a1tTXWrVuHpKQkqKqqIicnR0kV0sdECCH7DNmwYQM8PT2xZMkSpKeny9r07NkTa9euRVBQEJYvX45Lly6V+MWogjtz5ozo0qWLEEKI6OhoUb16dTF69GjZ+ri4OCGEEFKpVCn1EZWEl5eXMDU1FevXrxfHjh0TJiYmokWLFuLFixdCCCECAgJEzZo1hbu7u3j06JFyi/2I5eTkyH7OzMwUz549ky3//fffRdOmTUWvXr1EUlKSEEKI7OxspdRJH4e833Nz5swRWlpa4rPPPhNqamqiefPmIjg4WK79kSNHhIaGhli4cGGJXo89SZXA48ePERsbi2vXrqFr166yhAwAJ06cwIQJE/DkyRPZWAGiiijvJeL37t3D0aNHsWPHDnh4eCArKwtZWVkYMWIEjIyMALwZzD116lQ8f/4cFhYWSqr645a31+/nn39G//790axZM0ydOhVhYWH48ssvMXXqVDx+/Bhubm5ITk6GqqoqpwOgMpP7PRceHo6EhAScPHkSf/75J44dOwYNDQ2sWbMGZ86ckbXv3r07goODMW3atJK94HtFOiozV69eFadPnxZCCPHs2TPh6uoqdHR0xJAhQ4QQ//vr7ocffhBdu3YVT58+VVqtRIUZNGiQOHHihBDif38FhoeHC0tLSyGEEIcOHRJ6enrCz89PCCFEUlKSWLNmjWz73G3y9mhQ+ZoxY4YwMzMTfn5+4tChQ6JatWrCxcVFPH36VGRlZYmtW7eKNm3aiHbt2onU1FRll0sfoLz//+/fv184ODiIZs2aiYSEBNnyo0ePilatWokvv/xSnDlzJt8+StLLyZ6kCmjPnj3o3r07/vnnH9y7dw9Vq1bFp59+CisrKxgYGCA2NhbXr1/H9OnTsW7dOixZsgTGxsbKLpson+TkZKSlpaFPnz44c+aM7K/AunXrokGDBpg+fToGDRqEJUuWYMyYMQCA+/fv48CBAwgJCZHtR+QZg0Dl68aNG9i/fz8CAwMxZswYVKtWDa9evcKQIUNgbGwMNTU1fPXVVxg2bBgaNGgALS0tZZdMH6Dc////+usvPHr0CObm5rhz5w7OnTsna+Pq6op58+YhLi4Oc+bMwZUrV+T2UaILC0oU6ajM/P3337K/qpOTk+XWzZkzRzg7OwtVVVXRtGlTYW9vLy5duqScQomKQCqVimfPnolhw4YJLS0t2V93L168EAMHDhSamppi8uTJsvZpaWmiR48e4vPPP2fPkZK8/Xu/efOmaN68uRBCiD/++EPo6emJtWvXCiGESE5OFvv37xeZmZlyf6Xz345KS9730pw5c4SZmZmIi4sTISEhonv37qJ9+/biyJEjctscOHBAjB49ulTehxIhOCNhRZB77n/SpEl48eIFtm7dKluXmZkJDQ0NAEBSUhIuXLiAWrVqwdDQENWqVVNWyUSFyp3/CHhzyfi0adMQHh6OQ4cOwdnZGdHR0Rg0aBB0dHTQvHlz1KxZE4cOHcKzZ88QEREBdXX1fJf5UvmJiYmBtbU1rl+/jq5du+Lbb7/FokWLsGDBAowbNw4AcO7cOfj4+MDHxweOjo5Krpg+ZLGxsVi+fDk6d+6Mzz77DADwzz//YMmSJUhKSsLUqVPRvXv3fNu972cIP30qiKSkJADAo0ePZJfb5g5+zA1IN27cgIGBAbp06QJbW1sGJKrQcgPSjBkzMG7cOGRnZyM1NRVdu3ZFcHAw7OzssGPHDrRp0wbnzp3DP//8g8aNG+PSpUtQV1dHdnY2A5KS/Pnnn7Czs0NiYiIaN26MQYMGwdvbGyNGjJAFpIyMDCxcuBDq6upo3ry5kiumD9nBgwdhbW2NnTt3yk1706FDB3h6esLQ0BBLlizBvn378m37vp8hnEyyAtixYwcWLlyI0NBQGBsb459//gHw5h9X/P+sxC9evMDOnTvRu3dvtGzZUskVExXNli1bsHz5cpw8eRJ2dna4f/8+fvnlF/To0QN//fUXOnbsiIULFwKQHy+QtxeKyp+joyOcnJxw8OBBeHh4YMiQIfjvv/+wdetWVKtWDRkZGQgJCUFcXBwuXboEFRUV9vpRmenZsycmTJiAVatW4fbt2+jUqROAN1e6dejQARKJBDNmzMDff/+Nvn37lupr83SbkqWmpmLw4MHo2LEjpkyZgpiYGHTo0AGNGzfG4cOHZQNdf/zxR/zxxx84ffo0LC0tlVw1UdHMmTMHFy9exJ9//ilb9ujRI4wePRrnzp3DsWPH8oX+3D8MqHwoCjc5OTkYOnQoEhMTcerUKQBvTpnu3bsXu3btQp06dWBjY4OlS5dCTU2NoZZKTWFh293dHbt378aePXvw6aefyq27cuUKmjRpUupBnSFJiU6fPo2ffvoJ2traWL58OaysrJCdnY1jx45h4sSJkEgkqFevHoA39207efIku7WpUvH19cWKFStw//59aGlpyQLQ1q1bMXz4cABAREQEmjVrptQ6CXj48CGqV68u+5K5f/8+WrZsiZ9//ll2uxjgzR92eU958HYkVFryBqS9e/fiwYMH0NHRgZOTk2zM29ChQ/Hnn39i9+7d6Nq1a6H7KA3sG1USqVSKhw8f4tq1azhz5oxsAj01NTX07NkTYWFhGDhwIGxsbNC8eXOcO3eOAYkqrIImD+zevTvMzc0xb948PH/+XNZDVLNmTYwYMQK//vrre918kkrHxo0b4erqiiFDhuDOnTtITk6GjY0NevbsiQsXLgB4E4aEENDW1pZtJ4RgQKJSkxtupk6dijFjxuDPP//EzJkzMWbMGMydOxcAsH37dvTu3RuDBg3CoUOHCtxHaWFPkhK8ePECVapUQVJSEg4fPozx48fDxcUFv//+OwCOx6DKJe9fbocOHcLjx4+hpqaGLl26oHr16li4cCEOHjyI5s2b47vvvoNEIsF3330HExMTbNmyBQDf88r29OlT/Pbbb/jrr79w6dIldO3aFSNGjMCrV68wcOBAhIeHw97eXtll0kfgwIEDGDt2LPbt24dWrVohMTERK1aswLFjxzBw4EBMnToVANC7d2+8fv0ax48fL9uC3nsSASqWq1evCh0dHdkMxCkpKWL79u3CzMxMuLm5ydplZGTIfuY92agymDJliqhWrZpo3bq10NbWFq1btxYBAQFCCCGWLl0q2rRpIyQSibCzsxNNmzYVmZmZQgi+v8vb23PH5P2sEUKI7du3iwkTJggtLS3x9ddfCxUVFfHNN9+I9PR0/ltRmVu8eLFwdHQUWVlZsmVxcXFizJgxokuXLiItLU0I8eZzozzm42JIKmcpKSniiy++EFWrVhV///23bNn27duFpaWlcHd3V26BRCWwa9cuYW5uLi5cuCCys7NFQkKCGD58uGjbtq34448/hBBvJor8+++/xblz52QTD+b9IKSyl/dLZd26dWL06NFi0KBB4sCBA/naXrlyRUyZMkU0bdpUWFpailevXgkhGGqpbOS+N/39/UWTJk1EbGysEOJ/77fQ0FAhkUjEhQsXFG5XVjgmqRwJIaCrq4stW7bgs88+Q69evRAcHAxdXV307t0bv/76K3bu3ImxY8cqu1SiYrlz5w5sbW3h4OAAiUQCMzMz+Pj4oEqVKvD39wcAaGtro1OnTmjdujVUVVWRk5PDU2zlSOS5tcv06dMxb948ZGdnw9TUFH369IGfnx+ysrIAvDmFam9vj59//hn//PMPjIyM4OPjAwC88pBKxdvjGHPfm02bNsW9e/ewbt06pKeny95vurq6aNKkidxFA3m3Kyv8hCoHwcHBqFmzJmrXri0LSqtXrwYA9OrVC4cOHUKHDh3w2WefYdu2bbzShyqN3CubVFVVkZ6ejszMTGhpaSE7Oxs1atTADz/8gA4dOuDGjRto1KiR3LYc8Fs+1q5dizZt2qBp06YAgK1bt2LXrl3Yt28fWrRogePHj2PlypUYP348Xrx4gWnTpsn+bSQSCQwMDPDZZ58hPj5emYdBH5C8gX3Dhg2IiYmBrq4uRo0aBQcHB6xZswbDhw9HSkoKXF1dYWVlhWnTpkFXV1d2xXd5Fktl6PXr1+KTTz4Renp64t69e0KI/3UfPnv2TLRr107UrFlTnDp1Sm4dUUVUUNd2eHi4kEgk4pdffpFbfvbsWWFvby8ePHhQHuXRW+7duydq1KghRo8eLa5fvy6EEGL58uVizZo1Qggh/vzzT2FgYCA2bNggli5dKlRUVMSqVavynQZ1c3MTrVu3Fq9fv+ZnFL2XvJ8h06ZNEyYmJqJDhw6iQYMGwtbWVjx8+FAIIURgYKCoV6+eMDc3F/Xr1xft27eXjWMsz3sDMiSVg3v37glXV1dhaWkp7t69K7du9OjRQkNDQ9SoUUOkpqYqqUKid8v75bh161axYMECsWvXLpGYmCiEEGLFihVCTU1NzJo1S4SFhYnbt2+L7t27i44dO/KGp0oUEREhnJycxKhRo8Tdu3fF8+fPxb1798SDBw9E48aNxZIlS2TttLS0hEQiEVu2bJFtf/fuXeHq6ir+/fdfZR0CfYCePHkiRo8eLS5fvixycnLEpUuXRKdOnYSZmZksKD148EBERUWJiIgI2WdIeY9jZEgqI69fv5YNdBRCiPj4eNG5c+d8QcnT01P89ddfsi8aooruxx9/FCYmJqJJkyaiUaNGolevXrIPtc2bNwsTExNhaWkp7OzsROvWrZXy1x/Ji4iIEM2bNxcjR44UUVFRQgghQkJCRKNGjWTPIyMjxaRJk8SBAwfkvoiys7NFUlKSUuqmD9PmzZtF1apVRbt27cR///0nW37z5k3RqVMnYW5uLh49epRvO2V8hnCepDJw6NAhrFu3Drdv30b79u3RsWNHfP3113j8+DGGDBmCS5cuwc3NDYmJiTh+/DjCwsJQu3ZtZZdNpFDuPEhCCLx+/Rru7u748ccf0bhxY/z+++9Yv349JBIJAgICYGVlhfv37+P58+fIzMxEq1atoKKiwnmQKoBLly7JxnxMmTIFWVlZaNq0KQICAtC8eXNMnz4dampq2L9/PwDOXUVl5/jx4/D19cXly5cRHR0NExMT2Wz8t27dwoQJE3Dq1Ck8efIExsbGSq2VIamUHT58GP369cPkyZNhaGiIM2fOIDExEX379sWsWbOQlZWFadOm4fLly9DU1MTPP/8sG1BJVNHknSgyOjoaQgiMHTsWW7ZsgZWVFQBg3759WLFiBSQSCbZs2YKaNWvK7YO3rag4Ll26hJEjR8LBwQFeXl7YvXs3vLy8YG1tDSMjI4SFhUFdXZ33z6MylZOTg7Nnz+Lbb7+FRCJBSEgI9PT0ZOuvXbuG9evXY9myZUr/7GBIKiVCCKSmpmLQoEFwdHSUTaGekJCA9evXY//+/fjhhx8wcOBAAJBd2qipqanMsomKxMvLCxs3bkS1atXw/PlzhIWFoVatWrL1+/btw+rVq/H48WMEBQWhWrVqSqyWCpMblFq0aAEvLy9IpVIkJiaiZcuWUFVVZQ8SlZq8YTv359z/SqVSnDlzBt9//z2kUilOnz4tF5RyKfuPLM6TVEokEgl0dHSQkJCA9PR02XJzc3N888030NfXR2hoqGy5lpYWAxJVWHn/dgoKCsL27dvh7++PkSNHwtLSEi4uLnj8+LGsTd++fTFixAh07NgRVatWVUbJVETNmzfHpk2bEBERge+//x4aGhpwdnbm3FVUqvIGpKSkJNnPuf9VUVFB+/btsWjRIqipqeGTTz5BUlJSvv0ouyeJIakU5E7Alp6eDhsbG8TFxSElJUX2RWNqaopWrVrhwoULyMjIUGapREWS+0G2du1a3Lp1C1OmTMHnn3+OKVOmYNWqVbCwsECnTp3kgtJXX32FlStXyr5sqeJq3rw5Vq9eDX19fVhaWsqWK/sLiT4MeQOSh4cHWrdurfC7T0VFBR06dMAvv/yCx48fY/LkyeVc6bsxJL2no0ePYvTo0YiLi4OOjg5GjRqFnTt3YunSpUhOTpa1S0hIQJ06dfghRJXGq1evsHnzZnz77beIjY2VLXd2dsZPP/2EatWqoUuXLgonGeT7vOJr2bIl/P39oaKikm/2Y6L3kRuQ7ty5g/j4eKxdu7bAMye5PUr79u3Dhg0byrPMIuGYpPewZ88ejBw5EiNHjsTQoUPRvHlzAEBAQABGjBiBPn36wNjYGEII7Nq1C6GhoWjSpImSqyYquujoaEybNg1hYWEICQmBjY2NbN358+cxYsQING/eHDt27FBilfQ+OEibysKWLVuwbt06VK1aFbt374aGhobCP57efv8pewzS2xiSSujatWvo0qULFixYAA8PD9nyJ0+eoFq1aggNDYW/vz9iYmJgYWGBH374AY0bN1ZixUQlc+/ePYwYMQL379/H2bNnZVe1CSFw48YNNGjQoEJ9qBGRcmVkZODXX3/Ftm3bIJVKcfv2bQAVLwAVBUNSCR08eBA//fQTQkND8fz5c/z555/YuXMnrl27hmHDhsHHxwcSiQSqqqrIzMyEhoaGsksmKrH79+/D3d0dDx48wJkzZ1CjRg259ZXxw4+ISkfeqUJyPX/+HDt37sTs2bPRq1cvbN68GUDl+6xgSCqGvN2CISEhaN++PaZOnYpTp07B0tISNjY2sLS0xMyZM3H69Gk4OzsruWKiwik61aLoAw94E5RGjhyJ0NBQxMbGwtTUtLzKJKIKKu/nxfnz55GUlAQjIyO0aNECOTk5WLNmDTZs2ID27dtjzZo1ACpXUOK1nsXw/PlzaGpqIjs7G23btsXGjRuxadMmtG/fHu7u7rLxRrt375YbtE1UEeX9cEtOTkZmZiaMjY1ly94OUDY2Nli3bh2WL1+u9FlwiUj5hBCyzwsvLy/s2rULVapUQVxcHD755BN4eXlh5MiRkEql2Lx5MyZMmIBVq1ZVmoAEALx3WxH9+eefom3btsLBwUHY2dmJ3377TQghREZGhlw7Ly8vYWNjo/C+M0QVRd6b1S5cuFB06NBB1K5dW/Tq1Uv8/fffsvutFSY7O7ssSySiSmLVqlXC3NxchISECCGEmDFjhtDR0RGnTp0SQgjx6tUrsXz5cmFmZiYWLVqkzFKLjSGpCA4fPiy0tbXF4sWLxdWrV8X48eOFRCIRZ8+elX3ZHDhwQLi5uYlq1aqJiIgIJVdMVDSzZs0SZmZmYvPmzSIqKkqYm5uLdu3aiQcPHii7NCKqJIYNGybmzJkjhBBi9+7dwtDQUKxdu1YIIURaWprIzs4WL1++FIGBgZXujyvOk1QEu3btwuTJk+Hp6QlDQ0McP34co0aNQtu2bSGRSJCTk4PU1FRkZ2cjODhYNhUAUUX24MEDHDp0CP7+/hg+fDgSExORnJwMNzc31KxZU27WbSIiAPnm1MrKysJ///0HJycnhIeHY/jw4fj555/xzTffICsrC+vWrcNff/0FQ0NDDBgwoNJNNsuQVIj9+/dj9erViIyMROfOnZGSkgJnZ2d07twZ69atAwD4+fkhISEBgwcPxoYNG9CwYUMlV01UNOnp6Xj9+jV69OiBQ4cOoUePHvj111/h4eGBlJQU7Ny5E69fv1Z2mURUgeSOQVq5ciViY2Ohrq4OJycnDB06FB06dICfnx/GjBkDAEhNTcXBgwdx8+ZNuX1UpjFJDEkFuHjxouw+Vfb29ti0aRMaNGiAPn36YNWqVZBIJEhLS8ORI0ewa9cuCCGgo6Oj7LKJFMr7119KSgoAwNLSEioqKhgzZgyGDBmCxYsX45tvvgEAxMTEYN26dbhw4YJS6iWiiisrKwurVq3CnDlzAACjRo1Chw4dYGlpiU8++QQ5OTmyzoO0tDRMmTJFuQW/B4YkBe7cuYODBw9i1KhR6Nu3L9q2bYuLFy/C0tISv/76K9TV1QEA8+fPR2RkJPr27csZa6nCynsV28qVK+Hj44Po6Gjo6+tj4MCB2L17N/r06YPRo0cDeNPD5OXlBT09PbRr106ZpRNRBaSuro7Ro0fj3r17eP78OerUqYORI0fCxsYGtra2cHBwQM+ePfH8+XOcOXOm0p1iy4vzJL0lKSkJXbp0wYMHDzBkyBAsXboUOTk5+OGHH3Dy5EkYGxujadOmePjwIYKCgnDq1Ck0a9ZM2WUTvdO0adMQEBCARYsWoX379rCxsUFUVBTmz5+P0NBQdO7cGVWqVMG///6Lp0+fIiIiAurq6gXOm0REH76C/v9/9OgRmjRpAm9vb3z33XcAgGfPnuHo0aNITk6GmZkZevXqBVVVVWRnZ0NNrXLOOMSQpMClS5cwcOBA6OrqYtOmTXBwcEB2djZ27NiB4OBgJCQkoEGDBhg9ejTq16+v7HKJ3unw4cMYN24cdu3alW+S06ioKAQHB8Pf3x/W1taoWbMmfH19oaamVqk/3Iio9Ozbtw9qamr4/PPPZcsWLFiAo0ePYtu2bbC2tla4XWWaOFIRhqQCXL16FV9//TVatmyJb7/9Fvb29souiajEli9fjt9++w3BwcHQ0tICkP/D6+2/GCv7hxsRlY6EhAR07NgRqqqqqFq1Kry9vdGsWTO8fPkSrq6u2LhxI7p06fJB/lHFPvQC2NvbY8uWLYiIiMDKlStx48YNZZdEVGy5A7Zzp6jIK3ecwJ49e3D79u18XeoMSEQfp7cv8zc3N8fp06exZ88eGBsbY86cOejUqRPu3LmDGjVqYMGCBcjMzPzgAhLAkFSo5s2bY+PGjbh69Srmz5+PW7duKbskokK9/eGWG3ycnZ0RERGBbdu2ya1PS0vD9u3bERISUm41ElHFlbdHOTo6Gvfu3UNiYiLMzc3RoEEDHDhwACtXrsTAgQMxceJExMXFISQkBBcvXpRt/yHh6bYiuHDhAqZOnYrffvsNFhYWyi6HSKG8H243b97EixcvUK9ePejr60NTUxOzZs3CTz/9hAULFqB9+/bQ0NDAjz/+iMePH+Pff/9lzxHRR07kuV/j3LlzERgYiOzsbKSlpWHHjh1o3769XI/zrVu3cPv2bUyaNAlt2rTBjh07lFV6mWFIKqL09HTZWA6iiibvh9uMGTOwb98+PHz4EI6OjujcuTOmTp0KHR0drFixAj4+PlBVVYWxsTFMTU1x/PhxqKurcwwS0Ucs7x9Zs2fPxrp167BhwwbY29tjzJgxuHDhAtauXYsBAwbk2/bkyZMYP3489u3b98FNqMzTbUXEgEQVWW5Amj9/Pvz9/bF8+XI8fvwYpqamWL9+PX788UckJydj4sSJOHfuHI4fP46dO3ciKCgI6urqyM7OZkAi+gidOXMGwP9Ozf/777/4+++/sW3bNnz++ee4cuUKwsLC0KRJE3z99df4448/8t2yqHbt2sjKykJ6enq511/WGJKIPhA3btzA4cOHsWnTJnTt2hWhoaE4cuQIHB0d8ddff2H27NlISUmBra0t7O3t0bRpU6ioqEAqlX6QAy6JqHALFy7E+PHj8dtvv8mW6enpoX///ujatStOnTqFMWPGwMfHB3///Tdat26NcePGYevWrXL7OXPmDGJiYmBiYlLeh1DmGJKIPhC2trb49ttv0aZNG5w5c0Y2GerBgwdRq1YtbN++HePGjUNaWprcdpwokujj9OWXX6JWrVrYtGkTdu7cCQCoX78+hgwZAgDYuHEj+vfvj3HjxkEIgRo1asDQ0BD+/v6yfWRlZUFPTw/Xr19HzZo1lXIcZYmfjkSVkKIrSDQ0NNC/f38YGRlh27Zt+OKLL+Du7g4AaNCgAaytrVGtWjWeOiYiAICdnR1WrFgBLS0tbNy4UTbw2sTEBK9evcKNGzdQo0YNWY9zeno6du3aheDgYABvxkKqq6ujX79+H9xYpFzsYyeqZPIOsDx16hTS09NRtWpVODk5QVNTE8Cbyd80NDRkp9ESEhIwadIkfPXVV5BIJLzVCBEBAGxsbLBy5Up8++232LRpE1RUVDB48GAYGhrC2dkZCxcuxPPnz3H69GlkZGSgefPm+T5DPuR7l/LqNqJKaurUqdiwYQOMjY1x//59fPXVVxg5ciQ6d+6M+fPn4+DBgzAxMUFSUhJevHiBq1evQlVVlQGJiPK5f/8+vv32W6SlpWHEiBEYOnQoMjIyMHXqVERFRcHU1BT+/v4f3ZWwDElElUTey/yvXbuGvn37Ytu2bahbty5u3LgBT09P1KhRA76+vqhZsyaWLFmCe/fuQV1dHWvWrIGamtpH9eFGRMWTG5RSU1MxZswYDBo0CACQnJwMfX19APggbz1SGIYkokrmp59+QkJCArKysrB69WrZ8vDwcHz11Vfo2bMnli9fni8QfWwfbkRUfPfv38fEiRPx+vVrDBw4EB4eHrJ1ef9Q+1iwz52ogsv7d0xWVhbu3buHFStW4Pr165BKpRBCICcnBy1btsQPP/yAgIAAJCQkyH2YCSEYkIjonWxsbLBixQqkpqbi2rVrcus+toAEcOA2UYWWd/zQkydPUK1aNfz6668wNTWFr68vAgMDMXjwYFmPkZGREWrWrAkNDQ25cUcf44cbEZWMjY0N9u7dCzMzM2WXonQMSUQVVN6AtGDBAjx69AgeHh5wcHDAlClTkJKSAjc3N6SlpaFt27YwMDDApk2bYGxsjCpVqii5eiKqzHLvU/qxX+jBkERUQeV+MP3www/YsmULli1bBktLSwBAlSpVMH/+fEilUnh4eEBfXx9ubm54/fo1Tpw4wcv8iahUfOyfIQxJRBXYvn37sH37dpw4cQL29vYAgOfPnyMuLg5169bFihUroK+vD19fX7Rt2xYrV64E8Gbskrq6ujJLJyKq9BiSiCqw169fo06dOrCzs8OtW7ewZ88ebNy4EVpaWrCzs8Mff/yB6dOnIyUlBV9//TX09fXRs2dPDtImIioF/CQlqsBUVFRw7949fP311wgPD0enTp3w3XffwcDAAPPmzcO1a9fg5OSEefPmQVVVFZ9//jmOHDmCbt26Kbt0IqJKjyGJqAIbNGgQXr16hVu3bqFv377o3LkzLC0tERMTg2XLlsnaGRoawtvbGxoaGqhVq5byCiYi+oBwMkmiCirvwOvciSGlUilSU1MxePBgpKSk4NSpU3IDKz/Gyd6IiMoKQxKREuWGmrzhpqCr0l6/fo1ly5bh9OnTePLkCc6fPw91dXVexUZEVEb4yUqkJFKpVBaM4uLiEB8fj9evXxcYeLS1tWFhYYHmzZsjLCwM6urqyM7OZkAiIioj7EkiUoK8PUc+Pj7Yv38/0tLSkJOTg8WLF+OTTz6Brq6uwva5eLNaIqKyxT9BiZQgN/DMmzcPK1euxOzZs/HPP//A3Nwc48ePx+PHjxW2z4sBiYiobDEkESnJy5cvcerUKaxZswa9evXC+fPnce3aNXh5ecHGxkZ2Y1upVKrkSomIPk4MSUTl5O0z2y9fvsStW7fQsWNHBAUF4auvvoKvry/Gjh2L1NRULFy4EElJSRxzRESkJPz0JSoHeQdpP336FABgbW2N1q1b45tvvkHv3r2xbNkyfPPNN7I2f/31F06ePKm0momIPnYMSURlLO8l+r/88gt8fHwQGhoKAHB2dsb58+fRo0cPjBw5EgCQmpqKcePGQVtbG71791Za3UREHzte3UZUTn744Qds2rQJa9euRevWrWFlZYWUlBR89913CA8PR5UqVWBra4vIyEikpKTg33//hbq6Oq9iIyJSEoYkonIQFBQEDw8P7NixA87OzgD+18OUlJSEw4cP48iRI9DS0kKtWrUwffp0qKmpITs7mzerJSJSEn76EpWBt3t/EhMToaGhgdq1a8uW5Y5RMjAwwODBgzF48OB8+2BAIiJSHo5JIioDuQFpzZo1ePLkCZ49e4aMjAxUrVoVAJCVlSULSYcPH0ZISEiB+yAiIuVgSCIqRXnnNFq1ahUmTJiAV69eoV+/fnj58iW+/fZbAIC6ujoAIDk5GX5+frh8+bIyyiUiokKwL5+oFOVexXb69GmoqKhg7969sLW1BQAsXboUkyZNwsuXLzFu3DikpaVh+fLliIuLw5gxY5RZNhERKcCB20SlLCwsDM7OztDQ0MCuXbvQp08fAEBaWhpCQ0Px7bffIjU1FXp6erCxscH+/ft5FRsRUQXEkET0nt6++WxiYiJ27NiB+fPn4+uvv8by5cvl2mdkZCA2NhYaGhqoWbMmJBIJr2IjIqqA+KlM9J5yA9KaNWvg4uKCunXrws3NDVKpFDNnzkTVqlUxe/ZsAEBmZiY0NTVhZ2cn214qlTIgERFVQOxJIioFqampaNOmDZ4/f47Tp0+jdu3aePbsGTZv3owFCxbgu+++g7e3N4D8PU9ERFQx8eo2ohLIexUbAOjq6uLo0aOws7ODi4sL7t69C2NjYwwfPhwzZ87EihUrMHXqVABgQCIiqiTYk0T0HnLHEuX2DsXHx2PQoEF4+PAhTpw4gTp16uDp06dYvXo1QkNDcfToUYYkIqJKgiGJqITWr1+PRYsW4erVq9DW1pYFpbi4OPTr1w/Jyck4dOgQbGxs8OrVKxgYGEAikfB0GxFRJcHTbUQl5OjoCAD45JNP8Pr1a0gkEkilUlhaWmLcuHGIjIxEixYtEBcXB0NDQwYkIqJKhiGJqAjeHoMEvAlJe/fuxfPnz9GxY0ekpaXJJpM0MTHBuHHj4ObmBjMzM9k2DEhERJUHT7cRvYNUKpWFnxMnTiAuLg7m5uaoV68erK2tcf36dfTv3x8GBgbYsGED9PX1MW3aNNStWxe+vr4A8t/wloiIKj6GJKIimjZtGgICAmBmZoYHDx7A3t4eHh4ecHNzw507dzB06FBcvXoVpqamMDIywoULF2T3aCMiosqHM9gRFcHOnTsREBCAvXv3onXr1rh69Sr8/PywfPlyaGpqYuDAgTh//jyOHDkCTU1NdOrUCaqqqpxJm4ioEmNPElEReHl54fLly/jrr79ky27evAlvb2+oqalh27Zt+XqNeIqNiKhy48BtorcoGqStr6+PV69e4eXLl7JlDRs2xBdffIG9e/ciPj4+3zYMSERElRtDElEeeQdpBwUFIS0tDQDQrFkzXLp0CXv27EFOTo6sfY0aNdC4cWNetUZE9AFiSCL6f0IIWUCaOXMmRowYgV27diEnJwc9evTAtGnT8M0332DFihUIDw9HbGwsfHx8YGhoiOrVqyu5eiIiKm0ck0T0Fm9vb/j5+WHfvn2oX78+jI2NZesWLVqEFStWIC0tDebm5tDT08PZs2ehrq4u1wtFRESVH0MSUR7//fcf+vfvDy8vL/Tu3RtPnjzBo0ePsGvXLnTp0gWffvop7t69i8ePHyMjIwMdOnSAiooKr2IjIvoAMSQR5RETE4OmTZti/fr1qFWrFtavX49Lly4hKSkJKSkpWLt2Lfr16ye3Da9iIyL6MPHcAH20FF3FZm1tDXd3d4wYMQIuLi4wMjLCwoULcffuXdjZ2SE0NDTfNgxIREQfJp4foI9S3vFDv//+O/777z88fvwY48aNw7JlyzB06FCoqamhWbNmsm00NDRgYWGhpIqJiKi88XQbfdSmTZuGwMBANG3aFBkZGTh9+jR27Njxf+3dX0gUXR8H8O8+7aqlG2mkrZSiqxkKJShFFLs7/SGIQqIuKrCbRcgyC8ooiihvsrUIupCgLgo0M9AKRCvRGbEicxOMQApNs0CSLN1/bm55nqtnnnffpniDt3Zrvp8r9+fZs+d4Id85c84Otm3bBgDw+/0YGBjAiRMnMDIygqdPn3LvERGRTvC/PenWjRs3UFtbi5aWFuTn50OWZbS1tYWdUOvo6MCFCxdgMBjgdrthNBq5B4mISCcYkkg3/vuI/ps3b1BUVIT8/Hw0NDSgpKQENTU12Lp1KzweD2JjY7Fu3TrMmTOHz2IjItIhbtwmXfjPL4qsra2F3+/H+Pg43r17h7a2NpSUlODs2bPYs2cPAODKlSs4duyYGpRmzZqFL1++MCAREekIQxL98YQQ6mNDqqurcfjwYbx+/RqbN2/GyMgINm3ahDNnzqC0tBQA4PP5oCgKQqFQ2G013mIjItIXXhbTH++fgOR2u/H8+XNcvXoVubm58Hg8WLVqFYLBICYmJjA2NoahoSFUVlZidHQUTU1NAMJDFhER6QdPt5EuNDQ0wOVywefz4datW8jNzQUAjI2N4fTp0+js7MTAwADy8vKQlJSElpYWmEwmbtImItIxriSRLhQUFMBisaC9vR3Nzc1qSEpOTsa5c+cQCATQ19eH9PR0ZGRk8FEjRETElSTSj7dv32Lv3r14//49ysrKsGvXLgBfn3r7Vo2IiPSFIYl0ZWhoCPv370cgEEBJSQl27twJgPuOiIjoawxJpDtDQ0MoLy9HMBjEjh074HQ6Iz0kIiKKQryfQLqTkZGBixcvwufzoa+vL9LDISKiKMWVJNKt0dFRpKSkcO8RERFpYkgi3eMmbSIi0sKQRERERKSBl89EREREGhiSiIiIiDQwJBERERFpYEgiIiIi0sCQRERERKSBIYmI6DscDgcOHjwY6WEQUQQwJBFRVLt06RLMZjM+f/6s1nw+H0wmExwOR1hbRVFgMBgwODj4i0dJRH8ihiQiimqSJMHn88Htdqu1rq4uLFy4EN3d3QgGg2pdlmWkpaXBarX+0GcIIcJCGBERwJBERFEuJycHFosFiqKoNUVRUFRUhIyMDDx+/DisLkkSPn36hPLyciQnJyMuLg5r1qxBT09PWDuDwYDW1lYUFBQgNjYWDx48gN/vx+7du5GQkACLxYLz589/NZ6amhpkZ2cjLi4OKSkp2L59+0+dPxFFDkMSEUU9SZIgy7L6WpZlOBwO2O12tT41NYXu7m5IkoQjR46gsbER165dQ29vL7KysrBx40Z8+PAhrN+jR4+iqqoK/f39WLZsGSoqKtDZ2Yk7d+7g/v37UBQFvb29anu3243y8nJUVlbixYsXuHv3Lmw226/5IxDRryeIiKLc5cuXRXx8vAiFQsLj8Qij0SjGxsbE9evXhc1mE0II0d7eLgCI4eFhYTKZRF1dnfr+6elpkZqaKlwulxBCCFmWBQBx+/ZttY3X6xUxMTHi5s2bam18fFzMnj1bHDhwQAghRGNjo5g7d67weDy/YNZEFGlcSSKiqOdwOOD3+9HT04Ouri4sWbIECxYsgN1uV/clKYqCzMxMTE5OIhQKYfXq1er7TSYTVqxYgf7+/rB+CwsL1Z8HBwcxPT2NlStXqrWkpCTk5OSorzds2ID09HRkZmaiuLgYdXV1CAQCP3HmRBRJDElEFPWysrKwaNEiyLIMWZZht9sBAKmpqVi8eDEePXoEWZaxdu3aH+o3Pj7+h9qbzWb09vaivr4eFosFJ0+exPLlyzExMfFD/RDR74EhiYh+C5IkQVEUKIoSdvTfZrOhtbUVT548gSRJsFqtiImJwcOHD9U2oVAIPT09yM3N/Wb/VqsVJpMJ3d3dau3jx494+fJlWDuj0Yj169fD5XLh2bNnGB4eRkdHx/9vokQUNYyRHgAR0f9CkiTs27cPoVBIXUkCALvdjrKyMkxPT0OSJMTHx6O0tBQVFRVISkpCWloaXC4XAoEAnE7nN/tPSEiA0+lERUUF5s+fj+TkZBw/fhx//fXvtWRzczNevXoFm82GxMREtLS0YGZmJuyWHBH9ORiSiOi3IEkSpqamsHTpUqSkpKh1u90Or9erflUAAFRVVWFmZgbFxcXwer0oLCzEvXv3kJiY+N3PqK6uhs/nw5YtW2A2m3Ho0CFMTk6qv583bx6amppw6tQpBINBZGdno76+Hnl5eT9n0kQUUQYhhIj0IIiIiIiiDfckEREREWlgSCIiIiLSwJBEREREpIEhiYiIiEgDQxIRERGRBoYkIiIiIg0MSUREREQaGJKIiIiINDAkEREREWlgSCIiIiLSwJBEREREpIEhiYiIiEjD36Hgb0a7qkQdAAAAAElFTkSuQmCC",
      "text/plain": [
       "<Figure size 640x480 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "import matplotlib.pyplot as plt\n",
    "import matplotlib.patches as patches\n",
    "\n",
    "# 横坐标单词列表\n",
    "words = ['resource', 'resource space model', 'layer', 'layer norm']\n",
    "# 模拟纵坐标的值（这里示例中对应四个值，范围在0 - 1之间，你可按需替换真实数据）\n",
    "y_values = [0.3, 0.4, 0.6, 0.7]\n",
    "# 模拟标记形状，这里用 'o' 表示圆形，'^' 表示三角形，与单词对应，你可按需调整顺序等\n",
    "markers = ['o', 'o', '^', '^']\n",
    "# 模拟散点大小，这里示例四个不同大小的值，对应四个数据点，你可按实际数值情况替换\n",
    "sizes = [50, 80, 60, 90]\n",
    "# 用于图例的标签列表\n",
    "labels = ['Circle Points', 'Circle Points', 'Triangle Points', 'Triangle Points']\n",
    "\n",
    "for i in range(len(words)):\n",
    "    plt.scatter(words[i], y_values[i], marker=markers[i], s=sizes[i], label=labels[i])\n",
    "\n",
    "# 设置横坐标标签旋转角度，防止文字重叠，方便查看\n",
    "plt.xticks(rotation=45)\n",
    "# 添加标题\n",
    "plt.title('Scatter Plot of Words')\n",
    "# 添加横纵坐标标签\n",
    "plt.xlabel('Words')\n",
    "plt.ylabel('Values')\n",
    "# 显示图例\n",
    "plt.legend()\n",
    "\n",
    "# 绘制矩形框来圈起分组的词，这里通过指定坐标范围来框选，坐标需要根据实际布局微调\n",
    "# 第一组词'resource'和'resource space model'的框选\n",
    "rect1 = patches.Rectangle((-0.1, -0.1), 0.5, 1.2, linewidth=1, edgecolor='r', facecolor='none')\n",
    "plt.gca().add_patch(rect1)\n",
    "\n",
    "# 第二组词 'layer'和'layer norm'的框选\n",
    "rect2 = patches.Rectangle((0.4, -0.1), 0.5, 1.2, linewidth=1, edgecolor='r', facecolor='none')\n",
    "plt.gca().add_patch(rect2)\n",
    "\n",
    "# 显示图形\n",
    "plt.show()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "metadata": {},
   "outputs": [],
   "source": []
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "phrase"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "## 依存关系图"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 1,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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",
      "text/plain": [
       "<Figure size 640x480 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "import networkx as nx\n",
    "import matplotlib.pyplot as plt\n",
    "# 创建一个有向图\n",
    "G = nx.DiGraph()\n",
    "# 添加节点\n",
    "G.add_nodes_from(['A', 'B', 'C'])\n",
    "# 添加边，表示依存关系\n",
    "G.add_edge('A', 'B')\n",
    "G.add_edge('B', 'C')\n",
    "# 绘制图形\n",
    "pos = nx.spring_layout(G)\n",
    "nx.draw(G, pos, with_labels=True, node_size=1500, node_color='skyblue', font_size=12, font_weight='bold')\n",
    "plt.show()"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "## Polish-P/R Curve"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 28,
   "metadata": {},
   "outputs": [
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "load links from rsm: 100%|██████████| 10668/10668 [00:00<00:00, 347163.29it/s]\n",
      "load file rsm: 0it [00:00, ?it/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "load file rsm: 3359it [00:00, 1834700.76it/s]\n"
     ]
    }
   ],
   "source": []
  },
  {
   "cell_type": "code",
   "execution_count": 20,
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "[{'Recall': 0.25, 'Precision': 1.0, 'Model': 'Model 1'}, {'Recall': 0.5, 'Precision': 1.0, 'Model': 'Model 1'}, {'Recall': 0.75, 'Precision': 1.0, 'Model': 'Model 1'}, {'Recall': 1.0, 'Precision': 1.0, 'Model': 'Model 1'}, {'Recall': 1.0, 'Precision': 0.8, 'Model': 'Model 1'}, {'Recall': 1.0, 'Precision': 0.6666666666666666, 'Model': 'Model 1'}, {'Recall': 0.25, 'Precision': 1.0, 'Model': 'Model 2'}, {'Recall': 0.5, 'Precision': 1.0, 'Model': 'Model 2'}, {'Recall': 0.75, 'Precision': 1.0, 'Model': 'Model 2'}, {'Recall': 1.0, 'Precision': 1.0, 'Model': 'Model 2'}, {'Recall': 1.0, 'Precision': 0.8, 'Model': 'Model 2'}, {'Recall': 1.0, 'Precision': 0.6666666666666666, 'Model': 'Model 2'}]\n"
     ]
    },
    {
     "data": {
      "image/png": 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",
      "text/plain": [
       "<Figure size 640x480 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "import numpy as np\n",
    "import pandas as pd\n",
    "import seaborn as sns\n",
    "import matplotlib.pyplot as plt\n",
    "\n",
    "\n",
    "def calculate_precision_recall(y_true, y_scores):\n",
    "    \"\"\"\n",
    "    计算不同阈值下的精确率和召回率\n",
    "    :param y_true: 真实标签，二元数组\n",
    "    :param y_scores: 预测得分，数组\n",
    "    :return: precision 精确率数组，recall 召回率数组\n",
    "    \"\"\"\n",
    "    sorted_indices = np.argsort(y_scores)[::-1]\n",
    "    y_true_sorted = y_true[sorted_indices]\n",
    "    num_positive = np.sum(y_true)\n",
    "    precision = []\n",
    "    recall = []\n",
    "    true_positive_count = 0\n",
    "    for i in range(len(y_true_sorted)):\n",
    "        if y_true_sorted[i] == 1:\n",
    "            true_positive_count += 1\n",
    "        precision.append(true_positive_count / (i + 1))\n",
    "        recall.append(true_positive_count / num_positive)\n",
    "    return np.array(precision), np.array(recall)\n",
    "\n",
    "\n",
    "# 示例数据，这里假设有两组不同的预测结果\n",
    "y_true_1 = np.array([1, 0, 1, 1, 0, 1])  # 第一组真实标签，1 表示正例，0 表示反例\n",
    "y_scores_1 = np.array([0.8, 0.3, 0.6, 0.7, 0.2, 0.9])  # 第一组预测得分\n",
    "\n",
    "y_true_2 = np.array([1, 1, 0, 1, 1, 0])  # 第二组真实标签\n",
    "y_scores_2 = np.array([0.7, 0.8, 0.4, 0.6, 0.5, 0.3])  # 第二组预测得分\n",
    "\n",
    "\n",
    "precision_1, recall_1 = calculate_precision_recall(y_true_1, y_scores_1)\n",
    "precision_2, recall_2 = calculate_precision_recall(y_true_2, y_scores_2)\n",
    "\n",
    "\n",
    "def plot_pr_curves(precisions, recalls, labels):\n",
    "    \"\"\"\n",
    "    绘制多条 PR 曲线并添加图例\n",
    "    :param precisions: 精确率列表，包含多个精确率数组\n",
    "    :param recalls: 召回率列表，包含多个召回率数组\n",
    "    :param labels: 每条曲线的标签列表\n",
    "    \"\"\"\n",
    "    data = []\n",
    "    for precision, recall, label in zip(precisions, recalls, labels):\n",
    "        data.extend([{'Recall': r, 'Precision': p, 'Model': label} for r, p in zip(recall, precision)])\n",
    "        \n",
    "    print(data)\n",
    "    \n",
    "    data = pd.DataFrame(data)\n",
    "    sns.set_style('whitegrid')\n",
    "    sns.lineplot(x='Recall', y='Precision', hue='Model', data=data, marker='o')\n",
    "    plt.title('PR Curves')\n",
    "    plt.show()\n",
    "\n",
    "\n",
    "# 将计算得到的精确率和召回率放入列表中\n",
    "precisions = [precision_1, precision_2]\n",
    "recalls = [recall_1, recall_2]\n",
    "labels = ['Model 1', 'Model 2']\n",
    "\n",
    "plot_pr_curves(precisions, recalls, labels)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 135,
   "metadata": {},
   "outputs": [],
   "source": [
    "import nltk\n",
    "import tqdm\n",
    "from summarization_framework import word_limit\n",
    "from evaluation import calculate_scores\n",
    "\n",
    "def p_r_plot(predictions, reference):\n",
    "    _p_r_plot(predictions, reference, 1)\n",
    "    _p_r_plot(predictions, reference, 2)\n",
    "    _p_r_plot(predictions, reference, 'L')\n",
    "\n",
    "def _p_r_plot(predictions, reference, rouge_n):\n",
    "    '''\n",
    "    predictions: {model_name: text}\n",
    "    '''\n",
    "    data = []\n",
    "    for model_name, prediction in predictions.items():\n",
    "        prediction = word_limit(prediction, 1250)\n",
    "        \n",
    "        pred_summary = ''\n",
    "        precisions, recalls = [], []\n",
    "        words = nltk.word_tokenize(prediction)\n",
    "        step = 20\n",
    "        for sent in tqdm.tqdm([words[i:i+step] for i in range(0, len(words), step)]):\n",
    "            pred_summary += ' '.join(sent) + ' '\n",
    "            mapper = calculate_scores(pred_summary, reference)\n",
    "            precision = mapper[f'rouge{rouge_n}'][0]\n",
    "            recall = mapper[f'rouge{rouge_n}'][1]\n",
    "            \n",
    "            # if model_name == 'W-SLN' and rouge_n == 1:\n",
    "            #     if recall < 62 and precision < 40:\n",
    "            #         continue\n",
    "            \n",
    "            data.append({\n",
    "                'Recall': recall,\n",
    "                'Precision': precision,\n",
    "                'Model': model_name,\n",
    "            })\n",
    "        \n",
    "    data = pd.DataFrame(data)\n",
    "    sns.set_style('whitegrid')\n",
    "    sns.set_theme(style=\"darkgrid\")\n",
    "    \n",
    "    palette = ['red'] + ['purple'] + sns.color_palette(\"husl\", 10)[2:len(predictions)]\n",
    "    print(palette)\n",
    "    palette = palette[:len(predictions)]\n",
    "    \n",
    "    sns_plot = sns.lineplot(x=\"Recall\", y=\"Precision\",\n",
    "            hue=\"Model\",\n",
    "            # style=\"event\",\n",
    "            data=data,\n",
    "            palette=palette)\n",
    "    # sns.lineplot(x='Recall', y='Precision', hue='Model', data=data, marker='o')\n",
    "    \n",
    "    lines = sns_plot.lines\n",
    "    # 修改线的样式\n",
    "    for model_name, line in (zip(predictions.keys(), lines)):\n",
    "        if model_name.startswith('W-SLN'):\n",
    "            line.set_linewidth(3)\n",
    "            \n",
    "        if model_name in ['TextRank', 'LexRank', 'LSA', 'Luhn']:\n",
    "            line.set_linestyle('--')  # 线的样式为虚线\n",
    "        \n",
    "        if model_name in ['BART', 'Llama3.2-1B', 'Llama3.2-3B', 'Llama3.2-8B']:\n",
    "            line.set_linestyle(':')  # 线的样式为.-\n",
    "            # line.set_alpha(0.7)  # 透明度为 0.7\n",
    "    \n",
    "    plt.title(f'ROUGE-{rouge_n} Precision-Recall Curve')\n",
    "    plt.legend(fontsize='x-small')\n",
    "    sns_plot.set_ylim(0, 100)\n",
    "    sns_plot.set_xlim(left=0)\n",
    "\n",
    "    \n",
    "    plt.rcParams['font.family'] = 'Times New Roman'\n",
    "    plt.rcParams['axes.labelsize'] = 14  # 轴标签字体大小\n",
    "    plt.rcParams['axes.labelweight'] = 'bold'  # 轴标签字体加粗\n",
    "    plt.rcParams['axes.titleweight'] = 'bold'  # 标题字体加粗\n",
    "    plt.rcParams['axes.titlesize'] = 16\n",
    "    \n",
    "    sns_plot.figure.savefig(f'figs/pr_curve_rouge{rouge_n}.png', dpi=300)\n",
    "    plt.close()\n",
    "    # plt.show()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 134,
   "metadata": {},
   "outputs": [
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "load links from rsm: 100%|██████████| 10668/10668 [00:00<00:00, 100001.87it/s]\n",
      "load file rsm: 3359it [00:00, 460715.08it/s]\n",
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     "name": "stderr",
     "output_type": "stream",
     "text": [
      "100%|██████████| 63/63 [00:03<00:00, 16.74it/s]\n",
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     "output_type": "stream",
     "text": [
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     ]
    }
   ],
   "source": [
    "from summarization_framework import load_rsm\n",
    "\n",
    "materials, references, output_base_dir = load_rsm()\n",
    "\n",
    "wsln_output_name = '250107_161549'\n",
    "\n",
    "wsln_text = (output_base_dir / wsln_output_name / 'rsm').read_text()\n",
    "\n",
    "prediction_mapper = {}\n",
    "prediction_mapper['W-SLN'] = (output_base_dir / '250107_161549' / 'rsm').read_text()\n",
    "prediction_mapper['W-SLN-Polish'] = (output_base_dir / '250107_161549-polished' / 'rsm').read_text()\n",
    "for (model_name, dir_name) in [\n",
    "        ('Luhn', 'luhn'),\n",
    "        ('TextRank', 'textrank'),\n",
    "        ('LexRank', 'lexrank'),\n",
    "        ('LSA', 'lsa'),\n",
    "        ('BART', 'bart'),\n",
    "        ('Llama3.2-1B', 'llama_3d2_1b'),\n",
    "        ('Llama3.2-3B', 'llama_3d2_3b'),\n",
    "        ('Llama3.2-8B', 'llama_3d1_8b')\n",
    "    ]:\n",
    "    prediction_mapper[model_name] = (output_base_dir.parent / f'output/{dir_name}/rsm').read_text()\n",
    "\n",
    "p_r_plot(prediction_mapper, references[0])"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 131,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "'llama_3d1_8b'"
      ]
     },
     "execution_count": 131,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "dir_name"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 53,
   "metadata": {},
   "outputs": [
    {
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    "sns.color_palette(\"husl\", 10)"
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    {
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     "text": [
      "100%|██████████| 63/63 [00:03<00:00, 16.87it/s]\n",
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    {
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     "text": [
      "['red', (0.8616090647292522, 0.536495730113334, 0.19548899031476086), (0.6804189127793346, 0.6151497514677574, 0.19405452111445337)]\n"
     ]
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   ],
   "source": [
    "wsln_prediction_mapper = {}\n",
    "# for model in [\n",
    "#     # '250107_124939',\n",
    "#     '250107_161549',\n",
    "#     # '250107_144818',\n",
    "# ]:\n",
    "    \n",
    "wsln_prediction_mapper['W-SLN'] = (output_base_dir / '250107_161549' / 'rsm').read_text()\n",
    "\n",
    "prompt = '''\n",
    "As a professional text polisher, you are required to optimize the following text according to the given sequence of conceptual dependencies:\n",
    "\n",
    "- Input text: <input text>{text}</input text>\n",
    "\n",
    "The optimization should adhere to the following conditions:\n",
    "\n",
    "1. Retain the key concepts and literal meanings of the original text.\n",
    "2. Slightly adjust the sentence order to enhance coherence.\n",
    "3. Simplify sentences appropriately by removing less important words.\n",
    "4. The output text should follow the sequence of conceptual dependencies.\n",
    "\n",
    "The output should only contain the optimized text, without any additional explanations, and should output at least 1250 words in length.\n",
    "'''\n",
    "import ollama\n",
    "\n",
    "polished_text = ollama.chat(model='llama3.1', messages=[{\n",
    "    'role': 'user',\n",
    "    'content': prompt.format(text=wsln_prediction_mapper['W-SLN']),},]\n",
    ")['message']['content']\n",
    "\n",
    "wsln_prediction_mapper['llama_3d1_8b'] = (output_base_dir.parent / 'output/llama_3d1_8b/rsm').read_text()\n",
    "wsln_prediction_mapper['polished'] = polished_text\n",
    "\n",
    "p_r_plot(wsln_prediction_mapper, references[0])"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 92,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "23541"
      ]
     },
     "execution_count": 92,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "# (output_base_dir / '250107_161549-polished').mkdir()\n",
    "(output_base_dir / '250107_161549-polished' / 'rsm').write_text(polished_text)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 82,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "3508"
      ]
     },
     "execution_count": 82,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "len(nltk.word_tokenize(polished_text))"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 88,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "3831"
      ]
     },
     "execution_count": 88,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "len(nltk.word_tokenize(polished_text))"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "metadata": {},
   "outputs": [],
   "source": []
  }
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